{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据集Dataloader制作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 如何自定义数据集：\n",
    "\n",
    "- 1.数据和标签的目录结构先搞定(得知道到哪读数据)\n",
    "- 2.写好读取数据和标签路径的函数(根据自己数据集情况来写)\n",
    "- 3.完成单个数据与标签读取函数(给dataloader举一个例子)\n",
    "\n",
    "### 咱们以花朵数据集为例：\n",
    "\n",
    "- 原来数据集都是以文件夹为类别ID，现在咱们换一个套路，用txt文件指定数据路径与标签(实际情况基本都这样)\n",
    "- 这回咱们的任务就是在txt文件中获取图像路径与标签，然后把他们交给dataloader\n",
    "- 核心代码非常简单，按照对应格式传递需要的数据和标签就可以啦"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 530
    },
    "colab_type": "code",
    "id": "Qqk2lCKzYf-y",
    "outputId": "2354909a-d734-4dd8-e887-eb5373d9127e"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs:\n",
      "D:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.IPBC74C7KURV7CB2PKT5Z5FNR3SIBV4J.gfortran-win_amd64.dll\n",
      "D:\\ProgramData\\Anaconda3\\lib\\site-packages\\numpy\\.libs\\libopenblas.NOIJJG62EMASZI6NYURL6JBKM4EVBGM7.gfortran-win_amd64.dll\n",
      "  stacklevel=1)\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch import nn\n",
    "import torch.optim as optim\n",
    "import torchvision\n",
    "#pip install torchvision\n",
    "from torchvision import transforms, models, datasets\n",
    "#https://pytorch.org/docs/stable/torchvision/index.html\n",
    "import imageio\n",
    "import time\n",
    "import warnings\n",
    "import random\n",
    "import sys\n",
    "import copy\n",
    "import json\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 先来分细节整明白咱一会要干啥！\n",
    "\n",
    "#### 任务1：读取txt文件中的路径和标签\n",
    "\n",
    "- 第一个小任务，从标注文件中读取数据和标签\n",
    "- 至于你准备存成什么格式，都可以的，一会能取出来东西就行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_annotations(ann_file):\n",
    "    data_infos = {}\n",
    "    with open(ann_file) as f:\n",
    "        samples = [x.strip().split(' ') for x in f.readlines()]\n",
    "        for filename, gt_label in samples:\n",
    "            data_infos[filename] = np.array(gt_label, dtype=np.int64)\n",
    "    return data_infos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'image_06734.jpg': array(0, dtype=int64), 'image_06735.jpg': array(0, dtype=int64), 'image_06736.jpg': array(0, dtype=int64), 'image_06737.jpg': array(0, dtype=int64), 'image_06738.jpg': array(0, dtype=int64), 'image_06740.jpg': array(0, dtype=int64), 'image_06741.jpg': array(0, dtype=int64), 'image_06742.jpg': array(0, dtype=int64), 'image_06744.jpg': array(0, dtype=int64), 'image_06745.jpg': array(0, dtype=int64), 'image_06746.jpg': array(0, dtype=int64), 'image_06747.jpg': array(0, dtype=int64), 'image_06748.jpg': array(0, dtype=int64), 'image_06750.jpg': array(0, dtype=int64), 'image_06751.jpg': array(0, dtype=int64), 'image_06753.jpg': array(0, dtype=int64), 'image_06757.jpg': array(0, dtype=int64), 'image_06759.jpg': array(0, dtype=int64), 'image_06761.jpg': array(0, dtype=int64), 'image_06762.jpg': array(0, dtype=int64), 'image_06766.jpg': array(0, dtype=int64), 'image_06767.jpg': array(0, dtype=int64), 'image_06768.jpg': array(0, dtype=int64), 'image_06770.jpg': array(0, dtype=int64), 'image_06771.jpg': array(0, dtype=int64), 'image_06772.jpg': array(0, dtype=int64), 'image_06773.jpg': array(0, dtype=int64), 'image_07086.jpg': array(9, dtype=int64), 'image_07087.jpg': array(9, dtype=int64), 'image_07088.jpg': array(9, dtype=int64), 'image_07089.jpg': array(9, dtype=int64), 'image_07091.jpg': array(9, dtype=int64), 'image_07092.jpg': array(9, dtype=int64), 'image_07093.jpg': array(9, dtype=int64), 'image_07095.jpg': array(9, dtype=int64), 'image_07096.jpg': array(9, dtype=int64), 'image_07097.jpg': array(9, dtype=int64), 'image_07098.jpg': array(9, dtype=int64), 'image_07099.jpg': array(9, dtype=int64), 'image_07100.jpg': array(9, dtype=int64), 'image_07103.jpg': array(9, dtype=int64), 'image_07105.jpg': array(9, dtype=int64), 'image_07106.jpg': array(9, dtype=int64), 'image_07108.jpg': array(9, dtype=int64), 'image_07109.jpg': array(9, dtype=int64), 'image_07110.jpg': array(9, dtype=int64), 'image_07111.jpg': array(9, dtype=int64), 'image_07112.jpg': array(9, dtype=int64), 'image_07113.jpg': array(9, dtype=int64), 'image_07114.jpg': array(9, dtype=int64), 'image_07115.jpg': array(9, dtype=int64), 'image_07116.jpg': array(9, dtype=int64), 'image_07118.jpg': array(9, dtype=int64), 'image_07119.jpg': array(9, dtype=int64), 'image_07120.jpg': array(9, dtype=int64), 'image_07121.jpg': array(9, dtype=int64), 'image_07122.jpg': array(9, dtype=int64), 'image_08090.jpg': array(9, dtype=int64), 'image_08091.jpg': array(9, dtype=int64), 'image_08092.jpg': array(9, dtype=int64), 'image_08093.jpg': array(9, dtype=int64), 'image_08094.jpg': array(9, dtype=int64), 'image_08095.jpg': array(9, dtype=int64), 'image_08096.jpg': array(9, dtype=int64), 'image_08097.jpg': array(9, dtype=int64), 'image_07893.jpg': array(99, dtype=int64), 'image_07894.jpg': array(99, dtype=int64), 'image_07898.jpg': array(99, dtype=int64), 'image_07900.jpg': array(99, dtype=int64), 'image_07901.jpg': array(99, dtype=int64), 'image_07903.jpg': array(99, dtype=int64), 'image_07906.jpg': array(99, dtype=int64), 'image_07907.jpg': array(99, dtype=int64), 'image_07908.jpg': array(99, dtype=int64), 'image_07909.jpg': array(99, dtype=int64), 'image_07910.jpg': array(99, dtype=int64), 'image_07911.jpg': array(99, dtype=int64), 'image_07912.jpg': array(99, dtype=int64), 'image_07913.jpg': array(99, dtype=int64), 'image_07914.jpg': array(99, dtype=int64), 'image_07915.jpg': array(99, dtype=int64), 'image_07916.jpg': array(99, dtype=int64), 'image_07918.jpg': array(99, dtype=int64), 'image_07919.jpg': array(99, dtype=int64), 'image_07920.jpg': array(99, dtype=int64), 'image_07921.jpg': array(99, dtype=int64), 'image_07922.jpg': array(99, dtype=int64), 'image_07923.jpg': array(99, dtype=int64), 'image_07924.jpg': array(99, dtype=int64), 'image_07925.jpg': array(99, dtype=int64), 'image_07927.jpg': array(99, dtype=int64), 'image_07928.jpg': array(99, dtype=int64), 'image_07930.jpg': array(99, dtype=int64), 'image_07932.jpg': array(99, dtype=int64), 'image_07933.jpg': array(99, dtype=int64), 'image_07934.jpg': array(99, dtype=int64), 'image_07935.jpg': array(99, dtype=int64), 'image_07937.jpg': array(99, dtype=int64), 'image_07940.jpg': array(99, dtype=int64), 'image_07941.jpg': array(99, dtype=int64), 'image_07942.jpg': array(100, dtype=int64), 'image_07943.jpg': array(100, dtype=int64), 'image_07944.jpg': array(100, dtype=int64), 'image_07945.jpg': array(100, dtype=int64), 'image_07946.jpg': array(100, dtype=int64), 'image_07947.jpg': array(100, dtype=int64), 'image_07948.jpg': array(100, dtype=int64), 'image_07950.jpg': array(100, dtype=int64), 'image_07953.jpg': array(100, dtype=int64), 'image_07954.jpg': array(100, dtype=int64), 'image_07955.jpg': array(100, dtype=int64), 'image_07956.jpg': array(100, dtype=int64), 'image_07957.jpg': array(100, dtype=int64), 'image_07958.jpg': array(100, dtype=int64), 'image_07959.jpg': array(100, dtype=int64), 'image_07960.jpg': array(100, dtype=int64), 'image_07961.jpg': array(100, dtype=int64), 'image_07964.jpg': array(100, dtype=int64), 'image_07965.jpg': array(100, dtype=int64), 'image_07966.jpg': array(100, dtype=int64), 'image_07967.jpg': array(100, dtype=int64), 'image_07968.jpg': array(100, dtype=int64), 'image_07969.jpg': array(100, dtype=int64), 'image_07971.jpg': array(100, dtype=int64), 'image_07972.jpg': array(100, dtype=int64), 'image_07973.jpg': array(100, dtype=int64), 'image_07974.jpg': array(100, dtype=int64), 'image_07975.jpg': array(100, dtype=int64), 'image_07976.jpg': array(100, dtype=int64), 'image_07977.jpg': array(100, dtype=int64), 'image_07978.jpg': array(100, dtype=int64), 'image_07979.jpg': array(100, dtype=int64), 'image_07980.jpg': array(100, dtype=int64), 'image_07981.jpg': array(100, dtype=int64), 'image_07982.jpg': array(100, dtype=int64), 'image_07984.jpg': array(100, dtype=int64), 'image_07986.jpg': array(100, dtype=int64), 'image_07987.jpg': array(100, dtype=int64), 'image_07989.jpg': array(100, dtype=int64), 'image_07990.jpg': array(100, dtype=int64), 'image_07991.jpg': array(100, dtype=int64), 'image_07992.jpg': array(100, dtype=int64), 'image_07993.jpg': array(100, dtype=int64), 'image_07994.jpg': array(100, dtype=int64), 'image_07995.jpg': array(100, dtype=int64), 'image_07996.jpg': array(100, dtype=int64), 'image_07997.jpg': array(100, dtype=int64), 'image_07998.jpg': array(100, dtype=int64), 'image_07999.jpg': array(100, dtype=int64), 'image_08000.jpg': array(101, dtype=int64), 'image_08001.jpg': array(101, dtype=int64), 'image_08003.jpg': array(101, dtype=int64), 'image_08005.jpg': array(101, dtype=int64), 'image_08007.jpg': array(101, dtype=int64), 'image_08008.jpg': array(101, dtype=int64), 'image_08009.jpg': array(101, dtype=int64), 'image_08010.jpg': array(101, dtype=int64), 'image_08011.jpg': array(101, dtype=int64), 'image_08013.jpg': array(101, dtype=int64), 'image_08016.jpg': array(101, dtype=int64), 'image_08017.jpg': array(101, dtype=int64), 'image_08018.jpg': array(101, dtype=int64), 'image_08019.jpg': array(101, dtype=int64), 'image_08020.jpg': array(101, dtype=int64), 'image_08021.jpg': array(101, dtype=int64), 'image_08022.jpg': array(101, dtype=int64), 'image_08024.jpg': array(101, dtype=int64), 'image_08025.jpg': array(101, dtype=int64), 'image_08026.jpg': array(101, dtype=int64), 'image_08027.jpg': array(101, dtype=int64), 'image_08028.jpg': array(101, dtype=int64), 'image_08029.jpg': array(101, dtype=int64), 'image_08031.jpg': array(101, dtype=int64), 'image_08032.jpg': array(101, dtype=int64), 'image_08033.jpg': array(101, dtype=int64), 'image_08034.jpg': array(101, dtype=int64), 'image_08035.jpg': array(101, dtype=int64), 'image_08036.jpg': array(101, dtype=int64), 'image_08037.jpg': array(101, dtype=int64), 'image_08039.jpg': array(101, dtype=int64), 'image_08043.jpg': array(101, dtype=int64), 'image_08044.jpg': array(101, dtype=int64), 'image_08045.jpg': array(101, dtype=int64), 'image_08046.jpg': array(101, dtype=int64), 'image_08047.jpg': array(101, dtype=int64), 'image_03095.jpg': array(10, dtype=int64), 'image_03096.jpg': array(10, dtype=int64), 'image_03097.jpg': array(10, dtype=int64), 'image_03099.jpg': array(10, dtype=int64), 'image_03101.jpg': array(10, dtype=int64), 'image_03102.jpg': array(10, dtype=int64), 'image_03103.jpg': array(10, dtype=int64), 'image_03104.jpg': array(10, dtype=int64), 'image_03105.jpg': array(10, dtype=int64), 'image_03106.jpg': array(10, dtype=int64), 'image_03107.jpg': array(10, dtype=int64), 'image_03109.jpg': array(10, dtype=int64), 'image_03110.jpg': array(10, dtype=int64), 'image_03112.jpg': array(10, dtype=int64), 'image_03113.jpg': array(10, dtype=int64), 'image_03114.jpg': array(10, dtype=int64), 'image_03117.jpg': array(10, dtype=int64), 'image_03118.jpg': array(10, dtype=int64), 'image_03119.jpg': array(10, dtype=int64), 'image_03120.jpg': array(10, dtype=int64), 'image_03121.jpg': array(10, dtype=int64), 'image_03122.jpg': array(10, dtype=int64), 'image_03123.jpg': array(10, dtype=int64), 'image_03124.jpg': array(10, dtype=int64), 'image_03126.jpg': array(10, dtype=int64), 'image_03127.jpg': array(10, dtype=int64), 'image_03129.jpg': array(10, dtype=int64), 'image_03131.jpg': array(10, dtype=int64), 'image_03132.jpg': array(10, dtype=int64), 'image_03133.jpg': array(10, dtype=int64), 'image_03134.jpg': array(10, dtype=int64), 'image_03135.jpg': array(10, dtype=int64), 'image_03136.jpg': array(10, dtype=int64), 'image_03137.jpg': array(10, dtype=int64), 'image_03138.jpg': array(10, dtype=int64), 'image_03140.jpg': array(10, dtype=int64), 'image_03142.jpg': array(10, dtype=int64), 'image_03143.jpg': array(10, dtype=int64), 'image_03144.jpg': array(10, dtype=int64), 'image_03146.jpg': array(10, dtype=int64), 'image_03148.jpg': array(10, dtype=int64), 'image_03149.jpg': array(10, dtype=int64), 'image_03150.jpg': array(10, dtype=int64), 'image_03152.jpg': array(10, dtype=int64), 'image_03153.jpg': array(10, dtype=int64), 'image_03154.jpg': array(10, dtype=int64), 'image_03155.jpg': array(10, dtype=int64), 'image_03156.jpg': array(10, dtype=int64), 'image_03158.jpg': array(10, dtype=int64), 'image_03159.jpg': array(10, dtype=int64), 'image_03160.jpg': array(10, dtype=int64), 'image_03161.jpg': array(10, dtype=int64), 'image_03162.jpg': array(10, dtype=int64), 'image_03163.jpg': array(10, dtype=int64), 'image_03164.jpg': array(10, dtype=int64), 'image_03166.jpg': array(10, dtype=int64), 'image_03167.jpg': array(10, dtype=int64), 'image_03168.jpg': array(10, dtype=int64), 'image_03169.jpg': array(10, dtype=int64), 'image_03170.jpg': array(10, dtype=int64), 'image_03171.jpg': array(10, dtype=int64), 'image_03172.jpg': array(10, dtype=int64), 'image_03174.jpg': array(10, dtype=int64), 'image_03175.jpg': array(10, dtype=int64), 'image_03178.jpg': array(10, dtype=int64), 'image_03179.jpg': array(10, dtype=int64), 'image_03180.jpg': array(10, dtype=int64), 'image_03181.jpg': array(10, dtype=int64), 'image_03995.jpg': array(11, dtype=int64), 'image_03999.jpg': array(11, dtype=int64), 'image_04000.jpg': array(11, dtype=int64), 'image_04001.jpg': array(11, dtype=int64), 'image_04002.jpg': array(11, dtype=int64), 'image_04003.jpg': array(11, dtype=int64), 'image_04004.jpg': array(11, dtype=int64), 'image_04005.jpg': array(11, dtype=int64), 'image_04006.jpg': array(11, dtype=int64), 'image_04007.jpg': array(11, dtype=int64), 'image_04008.jpg': array(11, dtype=int64), 'image_04009.jpg': array(11, dtype=int64), 'image_04010.jpg': array(11, dtype=int64), 'image_04011.jpg': array(11, dtype=int64), 'image_04015.jpg': array(11, dtype=int64), 'image_04017.jpg': array(11, dtype=int64), 'image_04018.jpg': array(11, dtype=int64), 'image_04019.jpg': array(11, dtype=int64), 'image_04020.jpg': array(11, dtype=int64), 'image_04021.jpg': array(11, dtype=int64), 'image_04022.jpg': array(11, dtype=int64), 'image_04024.jpg': array(11, dtype=int64), 'image_04025.jpg': array(11, dtype=int64), 'image_04026.jpg': array(11, dtype=int64), 'image_04027.jpg': array(11, dtype=int64), 'image_04028.jpg': array(11, dtype=int64), 'image_04029.jpg': array(11, dtype=int64), 'image_04030.jpg': array(11, dtype=int64), 'image_04031.jpg': array(11, dtype=int64), 'image_04032.jpg': array(11, dtype=int64), 'image_04033.jpg': array(11, dtype=int64), 'image_04034.jpg': array(11, dtype=int64), 'image_04035.jpg': array(11, dtype=int64), 'image_04036.jpg': array(11, dtype=int64), 'image_04037.jpg': array(11, dtype=int64), 'image_04038.jpg': array(11, dtype=int64), 'image_04039.jpg': array(11, dtype=int64), 'image_04040.jpg': array(11, dtype=int64), 'image_04041.jpg': array(11, dtype=int64), 'image_04042.jpg': array(11, dtype=int64), 'image_04043.jpg': array(11, dtype=int64), 'image_04044.jpg': array(11, dtype=int64), 'image_04045.jpg': array(11, dtype=int64), 'image_04046.jpg': array(11, dtype=int64), 'image_04047.jpg': array(11, dtype=int64), 'image_04048.jpg': array(11, dtype=int64), 'image_04049.jpg': array(11, dtype=int64), 'image_04050.jpg': array(11, dtype=int64), 'image_04051.jpg': array(11, dtype=int64), 'image_04053.jpg': array(11, dtype=int64), 'image_04054.jpg': array(11, dtype=int64), 'image_04055.jpg': array(11, dtype=int64), 'image_04056.jpg': array(11, dtype=int64), 'image_04057.jpg': array(11, dtype=int64), 'image_04058.jpg': array(11, dtype=int64), 'image_04060.jpg': array(11, dtype=int64), 'image_04061.jpg': array(11, dtype=int64), 'image_04062.jpg': array(11, dtype=int64), 'image_04063.jpg': array(11, dtype=int64), 'image_04064.jpg': array(11, dtype=int64), 'image_04065.jpg': array(11, dtype=int64), 'image_04066.jpg': array(11, dtype=int64), 'image_04067.jpg': array(11, dtype=int64), 'image_04068.jpg': array(11, dtype=int64), 'image_04069.jpg': array(11, dtype=int64), 'image_04070.jpg': array(11, dtype=int64), 'image_04071.jpg': array(11, dtype=int64), 'image_04073.jpg': array(11, dtype=int64), 'image_04074.jpg': array(11, dtype=int64), 'image_04075.jpg': array(11, dtype=int64), 'image_04076.jpg': array(11, dtype=int64), 'image_04078.jpg': array(11, dtype=int64), 'image_04079.jpg': array(11, dtype=int64), 'image_05744.jpg': array(12, dtype=int64), 'image_05746.jpg': array(12, dtype=int64), 'image_05747.jpg': array(12, dtype=int64), 'image_05748.jpg': array(12, dtype=int64), 'image_05750.jpg': array(12, dtype=int64), 'image_05751.jpg': array(12, dtype=int64), 'image_05752.jpg': array(12, dtype=int64), 'image_05753.jpg': array(12, dtype=int64), 'image_05754.jpg': array(12, dtype=int64), 'image_05755.jpg': array(12, dtype=int64), 'image_05756.jpg': array(12, dtype=int64), 'image_05757.jpg': array(12, dtype=int64), 'image_05758.jpg': array(12, dtype=int64), 'image_05760.jpg': array(12, dtype=int64), 'image_05762.jpg': array(12, dtype=int64), 'image_05764.jpg': array(12, dtype=int64), 'image_05765.jpg': array(12, dtype=int64), 'image_05766.jpg': array(12, dtype=int64), 'image_05768.jpg': array(12, dtype=int64), 'image_05770.jpg': array(12, dtype=int64), 'image_05771.jpg': array(12, dtype=int64), 'image_05773.jpg': array(12, dtype=int64), 'image_05774.jpg': array(12, dtype=int64), 'image_05776.jpg': array(12, dtype=int64), 'image_05777.jpg': array(12, dtype=int64), 'image_05778.jpg': array(12, dtype=int64), 'image_05779.jpg': array(12, dtype=int64), 'image_05780.jpg': array(12, dtype=int64), 'image_05781.jpg': array(12, dtype=int64), 'image_05782.jpg': array(12, dtype=int64), 'image_05784.jpg': array(12, dtype=int64), 'image_05785.jpg': array(12, dtype=int64), 'image_05786.jpg': array(12, dtype=int64), 'image_05788.jpg': array(12, dtype=int64), 'image_05789.jpg': array(12, dtype=int64), 'image_05790.jpg': array(12, dtype=int64), 'image_05791.jpg': array(12, dtype=int64), 'image_05792.jpg': array(12, dtype=int64), 'image_06049.jpg': array(13, dtype=int64), 'image_06050.jpg': array(13, dtype=int64), 'image_06051.jpg': array(13, dtype=int64), 'image_06053.jpg': array(13, dtype=int64), 'image_06054.jpg': array(13, dtype=int64), 'image_06055.jpg': array(13, dtype=int64), 'image_06056.jpg': array(13, dtype=int64), 'image_06057.jpg': array(13, dtype=int64), 'image_06058.jpg': array(13, dtype=int64), 'image_06059.jpg': array(13, dtype=int64), 'image_06060.jpg': array(13, dtype=int64), 'image_06061.jpg': array(13, dtype=int64), 'image_06062.jpg': array(13, dtype=int64), 'image_06063.jpg': array(13, dtype=int64), 'image_06064.jpg': array(13, dtype=int64), 'image_06065.jpg': array(13, dtype=int64), 'image_06066.jpg': array(13, dtype=int64), 'image_06067.jpg': array(13, dtype=int64), 'image_06068.jpg': array(13, dtype=int64), 'image_06069.jpg': array(13, dtype=int64), 'image_06070.jpg': array(13, dtype=int64), 'image_06071.jpg': array(13, dtype=int64), 'image_06072.jpg': array(13, dtype=int64), 'image_06073.jpg': array(13, dtype=int64), 'image_06074.jpg': array(13, dtype=int64), 'image_06075.jpg': array(13, dtype=int64), 'image_06076.jpg': array(13, dtype=int64), 'image_06077.jpg': array(13, dtype=int64), 'image_06078.jpg': array(13, dtype=int64), 'image_06079.jpg': array(13, dtype=int64), 'image_06080.jpg': array(13, dtype=int64), 'image_06081.jpg': array(13, dtype=int64), 'image_06084.jpg': array(13, dtype=int64), 'image_06085.jpg': array(13, dtype=int64), 'image_06086.jpg': array(13, dtype=int64), 'image_06087.jpg': array(13, dtype=int64), 'image_06088.jpg': array(13, dtype=int64), 'image_06089.jpg': array(13, dtype=int64), 'image_06090.jpg': array(13, dtype=int64), 'image_06092.jpg': array(13, dtype=int64), 'image_06093.jpg': array(13, dtype=int64), 'image_06094.jpg': array(13, dtype=int64), 'image_06095.jpg': array(13, dtype=int64), 'image_06096.jpg': array(13, dtype=int64), 'image_06347.jpg': array(14, dtype=int64), 'image_06348.jpg': array(14, dtype=int64), 'image_06349.jpg': array(14, dtype=int64), 'image_06350.jpg': array(14, dtype=int64), 'image_06352.jpg': array(14, dtype=int64), 'image_06355.jpg': array(14, dtype=int64), 'image_06356.jpg': array(14, dtype=int64), 'image_06357.jpg': array(14, dtype=int64), 'image_06359.jpg': array(14, dtype=int64), 'image_06361.jpg': array(14, dtype=int64), 'image_06362.jpg': array(14, dtype=int64), 'image_06363.jpg': array(14, dtype=int64), 'image_06364.jpg': array(14, dtype=int64), 'image_06365.jpg': array(14, dtype=int64), 'image_06366.jpg': array(14, dtype=int64), 'image_06367.jpg': array(14, dtype=int64), 'image_06368.jpg': array(14, dtype=int64), 'image_06370.jpg': array(14, dtype=int64), 'image_06371.jpg': array(14, dtype=int64), 'image_06372.jpg': array(14, dtype=int64), 'image_06373.jpg': array(14, dtype=int64), 'image_06375.jpg': array(14, dtype=int64), 'image_06376.jpg': array(14, dtype=int64), 'image_06377.jpg': array(14, dtype=int64), 'image_06378.jpg': array(14, dtype=int64), 'image_06379.jpg': array(14, dtype=int64), 'image_06380.jpg': array(14, dtype=int64), 'image_06381.jpg': array(14, dtype=int64), 'image_06382.jpg': array(14, dtype=int64), 'image_06383.jpg': array(14, dtype=int64), 'image_06384.jpg': array(14, dtype=int64), 'image_06387.jpg': array(14, dtype=int64), 'image_06388.jpg': array(14, dtype=int64), 'image_06390.jpg': array(14, dtype=int64), 'image_06391.jpg': array(14, dtype=int64), 'image_06392.jpg': array(14, dtype=int64), 'image_06393.jpg': array(14, dtype=int64), 'image_06394.jpg': array(14, dtype=int64), 'image_06652.jpg': array(15, dtype=int64), 'image_06653.jpg': array(15, dtype=int64), 'image_06654.jpg': array(15, dtype=int64), 'image_06655.jpg': array(15, dtype=int64), 'image_06656.jpg': array(15, dtype=int64), 'image_06658.jpg': array(15, dtype=int64), 'image_06659.jpg': array(15, dtype=int64), 'image_06660.jpg': array(15, dtype=int64), 'image_06661.jpg': array(15, dtype=int64), 'image_06662.jpg': array(15, dtype=int64), 'image_06663.jpg': array(15, dtype=int64), 'image_06664.jpg': array(15, dtype=int64), 'image_06665.jpg': array(15, dtype=int64), 'image_06666.jpg': array(15, dtype=int64), 'image_06667.jpg': array(15, dtype=int64), 'image_06668.jpg': array(15, dtype=int64), 'image_06669.jpg': array(15, dtype=int64), 'image_06672.jpg': array(15, dtype=int64), 'image_06674.jpg': array(15, dtype=int64), 'image_06675.jpg': array(15, dtype=int64), 'image_06676.jpg': array(15, dtype=int64), 'image_06677.jpg': array(15, dtype=int64), 'image_06678.jpg': array(15, dtype=int64), 'image_06679.jpg': array(15, dtype=int64), 'image_06680.jpg': array(15, dtype=int64), 'image_06681.jpg': array(15, dtype=int64), 'image_06682.jpg': array(15, dtype=int64), 'image_06683.jpg': array(15, dtype=int64), 'image_06684.jpg': array(15, dtype=int64), 'image_06685.jpg': array(15, dtype=int64), 'image_06686.jpg': array(15, dtype=int64), 'image_06687.jpg': array(15, dtype=int64), 'image_06688.jpg': array(15, dtype=int64), 'image_06689.jpg': array(15, dtype=int64), 'image_06690.jpg': array(15, dtype=int64), 'image_06692.jpg': array(15, dtype=int64), 'image_03828.jpg': array(16, dtype=int64), 'image_03832.jpg': array(16, dtype=int64), 'image_03833.jpg': array(16, dtype=int64), 'image_03835.jpg': array(16, dtype=int64), 'image_03836.jpg': array(16, dtype=int64), 'image_03838.jpg': array(16, dtype=int64), 'image_03840.jpg': array(16, dtype=int64), 'image_03841.jpg': array(16, dtype=int64), 'image_03844.jpg': array(16, dtype=int64), 'image_03845.jpg': array(16, dtype=int64), 'image_03847.jpg': array(16, dtype=int64), 'image_03848.jpg': array(16, dtype=int64), 'image_03849.jpg': array(16, dtype=int64), 'image_03850.jpg': array(16, dtype=int64), 'image_03852.jpg': array(16, dtype=int64), 'image_03853.jpg': array(16, dtype=int64), 'image_03857.jpg': array(16, dtype=int64), 'image_03858.jpg': array(16, dtype=int64), 'image_03859.jpg': array(16, dtype=int64), 'image_03860.jpg': array(16, dtype=int64), 'image_03862.jpg': array(16, dtype=int64), 'image_03863.jpg': array(16, dtype=int64), 'image_03865.jpg': array(16, dtype=int64), 'image_03866.jpg': array(16, dtype=int64), 'image_03867.jpg': array(16, dtype=int64), 'image_03869.jpg': array(16, dtype=int64), 'image_03870.jpg': array(16, dtype=int64), 'image_03871.jpg': array(16, dtype=int64), 'image_03873.jpg': array(16, dtype=int64), 'image_03874.jpg': array(16, dtype=int64), 'image_03875.jpg': array(16, dtype=int64), 'image_03877.jpg': array(16, dtype=int64), 'image_03878.jpg': array(16, dtype=int64), 'image_03879.jpg': array(16, dtype=int64), 'image_03880.jpg': array(16, dtype=int64), 'image_03881.jpg': array(16, dtype=int64), 'image_03882.jpg': array(16, dtype=int64), 'image_03884.jpg': array(16, dtype=int64), 'image_03885.jpg': array(16, dtype=int64), 'image_03886.jpg': array(16, dtype=int64), 'image_03887.jpg': array(16, dtype=int64), 'image_03888.jpg': array(16, dtype=int64), 'image_03889.jpg': array(16, dtype=int64), 'image_03891.jpg': array(16, dtype=int64), 'image_03892.jpg': array(16, dtype=int64), 'image_03894.jpg': array(16, dtype=int64), 'image_03895.jpg': array(16, dtype=int64), 'image_03896.jpg': array(16, dtype=int64), 'image_03897.jpg': array(16, dtype=int64), 'image_03898.jpg': array(16, dtype=int64), 'image_03899.jpg': array(16, dtype=int64), 'image_03900.jpg': array(16, dtype=int64), 'image_03901.jpg': array(16, dtype=int64), 'image_03902.jpg': array(16, dtype=int64), 'image_03903.jpg': array(16, dtype=int64), 'image_03904.jpg': array(16, dtype=int64), 'image_03905.jpg': array(16, dtype=int64), 'image_03909.jpg': array(16, dtype=int64), 'image_03910.jpg': array(16, dtype=int64), 'image_03912.jpg': array(16, dtype=int64), 'image_04244.jpg': array(17, dtype=int64), 'image_04245.jpg': array(17, dtype=int64), 'image_04246.jpg': array(17, dtype=int64), 'image_04247.jpg': array(17, dtype=int64), 'image_04249.jpg': array(17, dtype=int64), 'image_04250.jpg': array(17, dtype=int64), 'image_04251.jpg': array(17, dtype=int64), 'image_04253.jpg': array(17, dtype=int64), 'image_04255.jpg': array(17, dtype=int64), 'image_04257.jpg': array(17, dtype=int64), 'image_04258.jpg': array(17, dtype=int64), 'image_04259.jpg': array(17, dtype=int64), 'image_04260.jpg': array(17, dtype=int64), 'image_04262.jpg': array(17, dtype=int64), 'image_04264.jpg': array(17, dtype=int64), 'image_04265.jpg': array(17, dtype=int64), 'image_04266.jpg': array(17, dtype=int64), 'image_04267.jpg': array(17, dtype=int64), 'image_04268.jpg': array(17, dtype=int64), 'image_04269.jpg': array(17, dtype=int64), 'image_04270.jpg': array(17, dtype=int64), 'image_04271.jpg': array(17, dtype=int64), 'image_04273.jpg': array(17, dtype=int64), 'image_04274.jpg': array(17, dtype=int64), 'image_04275.jpg': array(17, dtype=int64), 'image_04276.jpg': array(17, dtype=int64), 'image_04279.jpg': array(17, dtype=int64), 'image_04280.jpg': array(17, dtype=int64), 'image_04281.jpg': array(17, dtype=int64), 'image_04282.jpg': array(17, dtype=int64), 'image_04283.jpg': array(17, dtype=int64), 'image_04284.jpg': array(17, dtype=int64), 'image_04285.jpg': array(17, dtype=int64), 'image_04286.jpg': array(17, dtype=int64), 'image_04287.jpg': array(17, dtype=int64), 'image_04288.jpg': array(17, dtype=int64), 'image_04289.jpg': array(17, dtype=int64), 'image_04291.jpg': array(17, dtype=int64), 'image_04293.jpg': array(17, dtype=int64), 'image_04294.jpg': array(17, dtype=int64), 'image_04295.jpg': array(17, dtype=int64), 'image_04296.jpg': array(17, dtype=int64), 'image_04297.jpg': array(17, dtype=int64), 'image_04298.jpg': array(17, dtype=int64), 'image_04300.jpg': array(17, dtype=int64), 'image_04301.jpg': array(17, dtype=int64), 'image_04302.jpg': array(17, dtype=int64), 'image_04303.jpg': array(17, dtype=int64), 'image_04304.jpg': array(17, dtype=int64), 'image_04305.jpg': array(17, dtype=int64), 'image_04306.jpg': array(17, dtype=int64), 'image_04307.jpg': array(17, dtype=int64), 'image_04308.jpg': array(17, dtype=int64), 'image_04309.jpg': array(17, dtype=int64), 'image_04310.jpg': array(17, dtype=int64), 'image_04313.jpg': array(17, dtype=int64), 'image_04314.jpg': array(17, dtype=int64), 'image_04316.jpg': array(17, dtype=int64), 'image_04318.jpg': array(17, dtype=int64), 'image_04319.jpg': array(17, dtype=int64), 'image_04320.jpg': array(17, dtype=int64), 'image_04321.jpg': array(17, dtype=int64), 'image_04323.jpg': array(17, dtype=int64), 'image_04324.jpg': array(17, dtype=int64), 'image_04325.jpg': array(17, dtype=int64), 'image_06149.jpg': array(18, dtype=int64), 'image_06150.jpg': array(18, dtype=int64), 'image_06151.jpg': array(18, dtype=int64), 'image_06152.jpg': array(18, dtype=int64), 'image_06153.jpg': array(18, dtype=int64), 'image_06154.jpg': array(18, dtype=int64), 'image_06156.jpg': array(18, dtype=int64), 'image_06157.jpg': array(18, dtype=int64), 'image_06160.jpg': array(18, dtype=int64), 'image_06161.jpg': array(18, dtype=int64), 'image_06162.jpg': array(18, dtype=int64), 'image_06163.jpg': array(18, dtype=int64), 'image_06164.jpg': array(18, dtype=int64), 'image_06166.jpg': array(18, dtype=int64), 'image_06167.jpg': array(18, dtype=int64), 'image_06168.jpg': array(18, dtype=int64), 'image_06169.jpg': array(18, dtype=int64), 'image_06171.jpg': array(18, dtype=int64), 'image_06172.jpg': array(18, dtype=int64), 'image_06173.jpg': array(18, dtype=int64), 'image_06174.jpg': array(18, dtype=int64), 'image_06176.jpg': array(18, dtype=int64), 'image_06177.jpg': array(18, dtype=int64), 'image_06178.jpg': array(18, dtype=int64), 'image_06179.jpg': array(18, dtype=int64), 'image_06180.jpg': array(18, dtype=int64), 'image_06181.jpg': array(18, dtype=int64), 'image_06182.jpg': array(18, dtype=int64), 'image_06183.jpg': array(18, dtype=int64), 'image_06184.jpg': array(18, dtype=int64), 'image_06185.jpg': array(18, dtype=int64), 'image_06188.jpg': array(18, dtype=int64), 'image_06189.jpg': array(18, dtype=int64), 'image_06190.jpg': array(18, dtype=int64), 'image_06191.jpg': array(18, dtype=int64), 'image_06192.jpg': array(18, dtype=int64), 'image_06193.jpg': array(18, dtype=int64), 'image_06194.jpg': array(18, dtype=int64), 'image_05087.jpg': array(1, dtype=int64), 'image_05088.jpg': array(1, dtype=int64), 'image_05089.jpg': array(1, dtype=int64), 'image_05090.jpg': array(1, dtype=int64), 'image_05091.jpg': array(1, dtype=int64), 'image_05092.jpg': array(1, dtype=int64), 'image_05093.jpg': array(1, dtype=int64), 'image_05095.jpg': array(1, dtype=int64), 'image_05096.jpg': array(1, dtype=int64), 'image_05097.jpg': array(1, dtype=int64), 'image_05098.jpg': array(1, dtype=int64), 'image_05099.jpg': array(1, dtype=int64), 'image_05102.jpg': array(1, dtype=int64), 'image_05103.jpg': array(1, dtype=int64), 'image_05104.jpg': array(1, dtype=int64), 'image_05105.jpg': array(1, dtype=int64), 'image_05106.jpg': array(1, dtype=int64), 'image_05108.jpg': array(1, dtype=int64), 'image_05110.jpg': array(1, dtype=int64), 'image_05111.jpg': array(1, dtype=int64), 'image_05112.jpg': array(1, dtype=int64), 'image_05113.jpg': array(1, dtype=int64), 'image_05114.jpg': array(1, dtype=int64), 'image_05115.jpg': array(1, dtype=int64), 'image_05116.jpg': array(1, dtype=int64), 'image_05117.jpg': array(1, dtype=int64), 'image_05118.jpg': array(1, dtype=int64), 'image_05119.jpg': array(1, dtype=int64), 'image_05120.jpg': array(1, dtype=int64), 'image_05121.jpg': array(1, dtype=int64), 'image_05122.jpg': array(1, dtype=int64), 'image_05123.jpg': array(1, dtype=int64), 'image_05126.jpg': array(1, dtype=int64), 'image_05127.jpg': array(1, dtype=int64), 'image_05128.jpg': array(1, dtype=int64), 'image_05129.jpg': array(1, dtype=int64), 'image_05130.jpg': array(1, dtype=int64), 'image_05131.jpg': array(1, dtype=int64), 'image_05132.jpg': array(1, dtype=int64), 'image_05134.jpg': array(1, dtype=int64), 'image_05135.jpg': array(1, dtype=int64), 'image_05138.jpg': array(1, dtype=int64), 'image_05139.jpg': array(1, dtype=int64), 'image_05140.jpg': array(1, dtype=int64), 'image_05141.jpg': array(1, dtype=int64), 'image_05143.jpg': array(1, dtype=int64), 'image_05144.jpg': array(1, dtype=int64), 'image_05145.jpg': array(1, dtype=int64), 'image_05146.jpg': array(1, dtype=int64), 'image_04897.jpg': array(19, dtype=int64), 'image_04898.jpg': array(19, dtype=int64), 'image_04899.jpg': array(19, dtype=int64), 'image_04900.jpg': array(19, dtype=int64), 'image_04901.jpg': array(19, dtype=int64), 'image_04902.jpg': array(19, dtype=int64), 'image_04904.jpg': array(19, dtype=int64), 'image_04905.jpg': array(19, dtype=int64), 'image_04906.jpg': array(19, dtype=int64), 'image_04907.jpg': array(19, dtype=int64), 'image_04908.jpg': array(19, dtype=int64), 'image_04909.jpg': array(19, dtype=int64), 'image_04911.jpg': array(19, dtype=int64), 'image_04914.jpg': array(19, dtype=int64), 'image_04915.jpg': array(19, dtype=int64), 'image_04916.jpg': array(19, dtype=int64), 'image_04917.jpg': array(19, dtype=int64), 'image_04919.jpg': array(19, dtype=int64), 'image_04921.jpg': array(19, dtype=int64), 'image_04922.jpg': array(19, dtype=int64), 'image_04923.jpg': array(19, dtype=int64), 'image_04924.jpg': array(19, dtype=int64), 'image_04925.jpg': array(19, dtype=int64), 'image_04926.jpg': array(19, dtype=int64), 'image_04928.jpg': array(19, dtype=int64), 'image_04929.jpg': array(19, dtype=int64), 'image_04930.jpg': array(19, dtype=int64), 'image_04931.jpg': array(19, dtype=int64), 'image_04932.jpg': array(19, dtype=int64), 'image_04933.jpg': array(19, dtype=int64), 'image_04934.jpg': array(19, dtype=int64), 'image_04935.jpg': array(19, dtype=int64), 'image_04936.jpg': array(19, dtype=int64), 'image_04937.jpg': array(19, dtype=int64), 'image_04939.jpg': array(19, dtype=int64), 'image_04941.jpg': array(19, dtype=int64), 'image_04943.jpg': array(19, dtype=int64), 'image_04944.jpg': array(19, dtype=int64), 'image_04945.jpg': array(19, dtype=int64), 'image_04946.jpg': array(19, dtype=int64), 'image_04947.jpg': array(19, dtype=int64), 'image_04948.jpg': array(19, dtype=int64), 'image_04949.jpg': array(19, dtype=int64), 'image_04950.jpg': array(19, dtype=int64), 'image_04951.jpg': array(19, dtype=int64), 'image_04952.jpg': array(19, dtype=int64), 'image_06774.jpg': array(20, dtype=int64), 'image_06775.jpg': array(20, dtype=int64), 'image_06776.jpg': array(20, dtype=int64), 'image_06777.jpg': array(20, dtype=int64), 'image_06779.jpg': array(20, dtype=int64), 'image_06780.jpg': array(20, dtype=int64), 'image_06781.jpg': array(20, dtype=int64), 'image_06782.jpg': array(20, dtype=int64), 'image_06783.jpg': array(20, dtype=int64), 'image_06785.jpg': array(20, dtype=int64), 'image_06786.jpg': array(20, dtype=int64), 'image_06787.jpg': array(20, dtype=int64), 'image_06789.jpg': array(20, dtype=int64), 'image_06790.jpg': array(20, dtype=int64), 'image_06791.jpg': array(20, dtype=int64), 'image_06792.jpg': array(20, dtype=int64), 'image_06793.jpg': array(20, dtype=int64), 'image_06794.jpg': array(20, dtype=int64), 'image_06795.jpg': array(20, dtype=int64), 'image_06796.jpg': array(20, dtype=int64), 'image_06797.jpg': array(20, dtype=int64), 'image_06798.jpg': array(20, dtype=int64), 'image_06799.jpg': array(20, dtype=int64), 'image_06800.jpg': array(20, dtype=int64), 'image_06801.jpg': array(20, dtype=int64), 'image_06802.jpg': array(20, dtype=int64), 'image_06803.jpg': array(20, dtype=int64), 'image_06806.jpg': array(20, dtype=int64), 'image_06808.jpg': array(20, dtype=int64), 'image_06809.jpg': array(20, dtype=int64), 'image_06810.jpg': array(20, dtype=int64), 'image_06811.jpg': array(20, dtype=int64), 'image_06812.jpg': array(20, dtype=int64), 'image_06813.jpg': array(20, dtype=int64), 'image_05340.jpg': array(21, dtype=int64), 'image_05341.jpg': array(21, dtype=int64), 'image_05342.jpg': array(21, dtype=int64), 'image_05343.jpg': array(21, dtype=int64), 'image_05344.jpg': array(21, dtype=int64), 'image_05345.jpg': array(21, dtype=int64), 'image_05346.jpg': array(21, dtype=int64), 'image_05347.jpg': array(21, dtype=int64), 'image_05348.jpg': array(21, dtype=int64), 'image_05349.jpg': array(21, dtype=int64), 'image_05350.jpg': array(21, dtype=int64), 'image_05351.jpg': array(21, dtype=int64), 'image_05353.jpg': array(21, dtype=int64), 'image_05354.jpg': array(21, dtype=int64), 'image_05355.jpg': array(21, dtype=int64), 'image_05356.jpg': array(21, dtype=int64), 'image_05357.jpg': array(21, dtype=int64), 'image_05358.jpg': array(21, dtype=int64), 'image_05359.jpg': array(21, dtype=int64), 'image_05363.jpg': array(21, dtype=int64), 'image_05365.jpg': array(21, dtype=int64), 'image_05367.jpg': array(21, dtype=int64), 'image_05369.jpg': array(21, dtype=int64), 'image_05370.jpg': array(21, dtype=int64), 'image_05371.jpg': array(21, dtype=int64), 'image_05372.jpg': array(21, dtype=int64), 'image_05373.jpg': array(21, dtype=int64), 'image_05374.jpg': array(21, dtype=int64), 'image_05375.jpg': array(21, dtype=int64), 'image_05377.jpg': array(21, dtype=int64), 'image_05378.jpg': array(21, dtype=int64), 'image_05379.jpg': array(21, dtype=int64), 'image_05380.jpg': array(21, dtype=int64), 'image_05382.jpg': array(21, dtype=int64), 'image_05383.jpg': array(21, dtype=int64), 'image_05384.jpg': array(21, dtype=int64), 'image_05385.jpg': array(21, dtype=int64), 'image_05386.jpg': array(21, dtype=int64), 'image_05387.jpg': array(21, dtype=int64), 'image_05389.jpg': array(21, dtype=int64), 'image_05390.jpg': array(21, dtype=int64), 'image_05392.jpg': array(21, dtype=int64), 'image_05393.jpg': array(21, dtype=int64), 'image_05394.jpg': array(21, dtype=int64), 'image_05395.jpg': array(21, dtype=int64), 'image_05396.jpg': array(21, dtype=int64), 'image_05397.jpg': array(21, dtype=int64), 'image_03369.jpg': array(22, dtype=int64), 'image_03370.jpg': array(22, dtype=int64), 'image_03372.jpg': array(22, dtype=int64), 'image_03373.jpg': array(22, dtype=int64), 'image_03374.jpg': array(22, dtype=int64), 'image_03375.jpg': array(22, dtype=int64), 'image_03376.jpg': array(22, dtype=int64), 'image_03377.jpg': array(22, dtype=int64), 'image_03378.jpg': array(22, dtype=int64), 'image_03379.jpg': array(22, dtype=int64), 'image_03380.jpg': array(22, dtype=int64), 'image_03381.jpg': array(22, dtype=int64), 'image_03384.jpg': array(22, dtype=int64), 'image_03385.jpg': array(22, dtype=int64), 'image_03387.jpg': array(22, dtype=int64), 'image_03388.jpg': array(22, dtype=int64), 'image_03389.jpg': array(22, dtype=int64), 'image_03391.jpg': array(22, dtype=int64), 'image_03392.jpg': array(22, dtype=int64), 'image_03393.jpg': array(22, dtype=int64), 'image_03394.jpg': array(22, dtype=int64), 'image_03395.jpg': array(22, dtype=int64), 'image_03396.jpg': array(22, dtype=int64), 'image_03397.jpg': array(22, dtype=int64), 'image_03399.jpg': array(22, dtype=int64), 'image_03401.jpg': array(22, dtype=int64), 'image_03402.jpg': array(22, dtype=int64), 'image_03403.jpg': array(22, dtype=int64), 'image_03404.jpg': array(22, dtype=int64), 'image_03405.jpg': array(22, dtype=int64), 'image_03406.jpg': array(22, dtype=int64), 'image_03407.jpg': array(22, dtype=int64), 'image_03408.jpg': array(22, dtype=int64), 'image_03410.jpg': array(22, dtype=int64), 'image_03411.jpg': array(22, dtype=int64), 'image_03413.jpg': array(22, dtype=int64), 'image_03415.jpg': array(22, dtype=int64), 'image_03417.jpg': array(22, dtype=int64), 'image_03418.jpg': array(22, dtype=int64), 'image_03419.jpg': array(22, dtype=int64), 'image_03421.jpg': array(22, dtype=int64), 'image_03422.jpg': array(22, dtype=int64), 'image_03423.jpg': array(22, dtype=int64), 'image_03424.jpg': array(22, dtype=int64), 'image_03426.jpg': array(22, dtype=int64), 'image_03427.jpg': array(22, dtype=int64), 'image_03428.jpg': array(22, dtype=int64), 'image_03429.jpg': array(22, dtype=int64), 'image_03430.jpg': array(22, dtype=int64), 'image_03431.jpg': array(22, dtype=int64), 'image_03432.jpg': array(22, dtype=int64), 'image_03433.jpg': array(22, dtype=int64), 'image_03434.jpg': array(22, dtype=int64), 'image_03435.jpg': array(22, dtype=int64), 'image_03438.jpg': array(22, dtype=int64), 'image_03439.jpg': array(22, dtype=int64), 'image_03441.jpg': array(22, dtype=int64), 'image_03443.jpg': array(22, dtype=int64), 'image_03445.jpg': array(22, dtype=int64), 'image_03446.jpg': array(22, dtype=int64), 'image_03447.jpg': array(22, dtype=int64), 'image_03448.jpg': array(22, dtype=int64), 'image_03449.jpg': array(22, dtype=int64), 'image_03450.jpg': array(22, dtype=int64), 'image_03451.jpg': array(22, dtype=int64), 'image_03452.jpg': array(22, dtype=int64), 'image_03453.jpg': array(22, dtype=int64), 'image_03455.jpg': array(22, dtype=int64), 'image_03456.jpg': array(22, dtype=int64), 'image_03457.jpg': array(22, dtype=int64), 'image_03458.jpg': array(22, dtype=int64), 'image_03459.jpg': array(22, dtype=int64), 'image_06816.jpg': array(23, dtype=int64), 'image_06817.jpg': array(23, dtype=int64), 'image_06820.jpg': array(23, dtype=int64), 'image_06821.jpg': array(23, dtype=int64), 'image_06822.jpg': array(23, dtype=int64), 'image_06823.jpg': array(23, dtype=int64), 'image_06824.jpg': array(23, dtype=int64), 'image_06825.jpg': array(23, dtype=int64), 'image_06826.jpg': array(23, dtype=int64), 'image_06827.jpg': array(23, dtype=int64), 'image_06828.jpg': array(23, dtype=int64), 'image_06829.jpg': array(23, dtype=int64), 'image_06830.jpg': array(23, dtype=int64), 'image_06831.jpg': array(23, dtype=int64), 'image_06832.jpg': array(23, dtype=int64), 'image_06833.jpg': array(23, dtype=int64), 'image_06834.jpg': array(23, dtype=int64), 'image_06835.jpg': array(23, dtype=int64), 'image_06837.jpg': array(23, dtype=int64), 'image_06838.jpg': array(23, dtype=int64), 'image_06839.jpg': array(23, dtype=int64), 'image_06840.jpg': array(23, dtype=int64), 'image_06841.jpg': array(23, dtype=int64), 'image_06842.jpg': array(23, dtype=int64), 'image_06843.jpg': array(23, dtype=int64), 'image_06844.jpg': array(23, dtype=int64), 'image_06845.jpg': array(23, dtype=int64), 'image_06846.jpg': array(23, dtype=int64), 'image_06848.jpg': array(23, dtype=int64), 'image_08048.jpg': array(23, dtype=int64), 'image_08049.jpg': array(23, dtype=int64), 'image_08050.jpg': array(23, dtype=int64), 'image_08051.jpg': array(23, dtype=int64), 'image_08052.jpg': array(23, dtype=int64), 'image_08053.jpg': array(23, dtype=int64), 'image_06571.jpg': array(24, dtype=int64), 'image_06573.jpg': array(24, dtype=int64), 'image_06574.jpg': array(24, dtype=int64), 'image_06575.jpg': array(24, dtype=int64), 'image_06576.jpg': array(24, dtype=int64), 'image_06577.jpg': array(24, dtype=int64), 'image_06578.jpg': array(24, dtype=int64), 'image_06579.jpg': array(24, dtype=int64), 'image_06581.jpg': array(24, dtype=int64), 'image_06585.jpg': array(24, dtype=int64), 'image_06586.jpg': array(24, dtype=int64), 'image_06587.jpg': array(24, dtype=int64), 'image_06588.jpg': array(24, dtype=int64), 'image_06589.jpg': array(24, dtype=int64), 'image_06590.jpg': array(24, dtype=int64), 'image_06591.jpg': array(24, dtype=int64), 'image_06592.jpg': array(24, dtype=int64), 'image_06594.jpg': array(24, dtype=int64), 'image_06595.jpg': array(24, dtype=int64), 'image_06596.jpg': array(24, dtype=int64), 'image_06597.jpg': array(24, dtype=int64), 'image_06598.jpg': array(24, dtype=int64), 'image_06599.jpg': array(24, dtype=int64), 'image_06600.jpg': array(24, dtype=int64), 'image_06601.jpg': array(24, dtype=int64), 'image_06602.jpg': array(24, dtype=int64), 'image_06603.jpg': array(24, dtype=int64), 'image_06604.jpg': array(24, dtype=int64), 'image_06605.jpg': array(24, dtype=int64), 'image_06606.jpg': array(24, dtype=int64), 'image_06607.jpg': array(24, dtype=int64), 'image_06608.jpg': array(24, dtype=int64), 'image_06609.jpg': array(24, dtype=int64), 'image_06610.jpg': array(24, dtype=int64), 'image_06487.jpg': array(25, dtype=int64), 'image_06488.jpg': array(25, dtype=int64), 'image_06489.jpg': array(25, dtype=int64), 'image_06490.jpg': array(25, dtype=int64), 'image_06491.jpg': array(25, dtype=int64), 'image_06492.jpg': array(25, dtype=int64), 'image_06493.jpg': array(25, dtype=int64), 'image_06494.jpg': array(25, dtype=int64), 'image_06495.jpg': array(25, dtype=int64), 'image_06496.jpg': array(25, dtype=int64), 'image_06499.jpg': array(25, dtype=int64), 'image_06502.jpg': array(25, dtype=int64), 'image_06503.jpg': array(25, dtype=int64), 'image_06504.jpg': array(25, dtype=int64), 'image_06505.jpg': array(25, dtype=int64), 'image_06507.jpg': array(25, dtype=int64), 'image_06508.jpg': array(25, dtype=int64), 'image_06509.jpg': array(25, dtype=int64), 'image_06510.jpg': array(25, dtype=int64), 'image_06511.jpg': array(25, dtype=int64), 'image_06512.jpg': array(25, dtype=int64), 'image_06513.jpg': array(25, dtype=int64), 'image_06515.jpg': array(25, dtype=int64), 'image_06517.jpg': array(25, dtype=int64), 'image_06518.jpg': array(25, dtype=int64), 'image_06519.jpg': array(25, dtype=int64), 'image_06520.jpg': array(25, dtype=int64), 'image_06521.jpg': array(25, dtype=int64), 'image_06522.jpg': array(25, dtype=int64), 'image_06523.jpg': array(25, dtype=int64), 'image_06524.jpg': array(25, dtype=int64), 'image_06525.jpg': array(25, dtype=int64), 'image_06527.jpg': array(25, dtype=int64), 'image_06850.jpg': array(26, dtype=int64), 'image_06851.jpg': array(26, dtype=int64), 'image_06852.jpg': array(26, dtype=int64), 'image_06853.jpg': array(26, dtype=int64), 'image_06854.jpg': array(26, dtype=int64), 'image_06855.jpg': array(26, dtype=int64), 'image_06856.jpg': array(26, dtype=int64), 'image_06857.jpg': array(26, dtype=int64), 'image_06858.jpg': array(26, dtype=int64), 'image_06859.jpg': array(26, dtype=int64), 'image_06860.jpg': array(26, dtype=int64), 'image_06861.jpg': array(26, dtype=int64), 'image_06862.jpg': array(26, dtype=int64), 'image_06863.jpg': array(26, dtype=int64), 'image_06865.jpg': array(26, dtype=int64), 'image_06866.jpg': array(26, dtype=int64), 'image_06867.jpg': array(26, dtype=int64), 'image_06869.jpg': array(26, dtype=int64), 'image_06870.jpg': array(26, dtype=int64), 'image_06872.jpg': array(26, dtype=int64), 'image_06873.jpg': array(26, dtype=int64), 'image_06874.jpg': array(26, dtype=int64), 'image_06875.jpg': array(26, dtype=int64), 'image_06876.jpg': array(26, dtype=int64), 'image_06877.jpg': array(26, dtype=int64), 'image_06878.jpg': array(26, dtype=int64), 'image_06879.jpg': array(26, dtype=int64), 'image_06880.jpg': array(26, dtype=int64), 'image_06881.jpg': array(26, dtype=int64), 'image_06882.jpg': array(26, dtype=int64), 'image_06883.jpg': array(26, dtype=int64), 'image_06884.jpg': array(26, dtype=int64), 'image_06885.jpg': array(26, dtype=int64), 'image_06886.jpg': array(26, dtype=int64), 'image_06888.jpg': array(26, dtype=int64), 'image_06889.jpg': array(26, dtype=int64), 'image_05212.jpg': array(27, dtype=int64), 'image_05213.jpg': array(27, dtype=int64), 'image_05215.jpg': array(27, dtype=int64), 'image_05216.jpg': array(27, dtype=int64), 'image_05217.jpg': array(27, dtype=int64), 'image_05218.jpg': array(27, dtype=int64), 'image_05219.jpg': array(27, dtype=int64), 'image_05220.jpg': array(27, dtype=int64), 'image_05221.jpg': array(27, dtype=int64), 'image_05222.jpg': array(27, dtype=int64), 'image_05223.jpg': array(27, dtype=int64), 'image_05224.jpg': array(27, dtype=int64), 'image_05225.jpg': array(27, dtype=int64), 'image_05226.jpg': array(27, dtype=int64), 'image_05227.jpg': array(27, dtype=int64), 'image_05228.jpg': array(27, dtype=int64), 'image_05229.jpg': array(27, dtype=int64), 'image_05231.jpg': array(27, dtype=int64), 'image_05232.jpg': array(27, dtype=int64), 'image_05233.jpg': array(27, dtype=int64), 'image_05234.jpg': array(27, dtype=int64), 'image_05235.jpg': array(27, dtype=int64), 'image_05236.jpg': array(27, dtype=int64), 'image_05237.jpg': array(27, dtype=int64), 'image_05238.jpg': array(27, dtype=int64), 'image_05239.jpg': array(27, dtype=int64), 'image_05240.jpg': array(27, dtype=int64), 'image_05241.jpg': array(27, dtype=int64), 'image_05243.jpg': array(27, dtype=int64), 'image_05244.jpg': array(27, dtype=int64), 'image_05245.jpg': array(27, dtype=int64), 'image_05246.jpg': array(27, dtype=int64), 'image_05247.jpg': array(27, dtype=int64), 'image_05248.jpg': array(27, dtype=int64), 'image_05249.jpg': array(27, dtype=int64), 'image_05250.jpg': array(27, dtype=int64), 'image_05251.jpg': array(27, dtype=int64), 'image_05252.jpg': array(27, dtype=int64), 'image_05254.jpg': array(27, dtype=int64), 'image_05255.jpg': array(27, dtype=int64), 'image_05256.jpg': array(27, dtype=int64), 'image_05259.jpg': array(27, dtype=int64), 'image_05260.jpg': array(27, dtype=int64), 'image_05261.jpg': array(27, dtype=int64), 'image_05262.jpg': array(27, dtype=int64), 'image_05263.jpg': array(27, dtype=int64), 'image_05264.jpg': array(27, dtype=int64), 'image_05266.jpg': array(27, dtype=int64), 'image_05268.jpg': array(27, dtype=int64), 'image_05269.jpg': array(27, dtype=int64), 'image_05271.jpg': array(27, dtype=int64), 'image_05273.jpg': array(27, dtype=int64), 'image_05274.jpg': array(27, dtype=int64), 'image_05275.jpg': array(27, dtype=int64), 'image_05276.jpg': array(27, dtype=int64), 'image_04081.jpg': array(28, dtype=int64), 'image_04082.jpg': array(28, dtype=int64), 'image_04084.jpg': array(28, dtype=int64), 'image_04085.jpg': array(28, dtype=int64), 'image_04086.jpg': array(28, dtype=int64), 'image_04087.jpg': array(28, dtype=int64), 'image_04088.jpg': array(28, dtype=int64), 'image_04089.jpg': array(28, dtype=int64), 'image_04091.jpg': array(28, dtype=int64), 'image_04092.jpg': array(28, dtype=int64), 'image_04093.jpg': array(28, dtype=int64), 'image_04094.jpg': array(28, dtype=int64), 'image_04096.jpg': array(28, dtype=int64), 'image_04098.jpg': array(28, dtype=int64), 'image_04100.jpg': array(28, dtype=int64), 'image_04101.jpg': array(28, dtype=int64), 'image_04102.jpg': array(28, dtype=int64), 'image_04105.jpg': array(28, dtype=int64), 'image_04106.jpg': array(28, dtype=int64), 'image_04107.jpg': array(28, dtype=int64), 'image_04109.jpg': array(28, dtype=int64), 'image_04110.jpg': array(28, dtype=int64), 'image_04111.jpg': array(28, dtype=int64), 'image_04113.jpg': array(28, dtype=int64), 'image_04114.jpg': array(28, dtype=int64), 'image_04115.jpg': array(28, dtype=int64), 'image_04117.jpg': array(28, dtype=int64), 'image_04118.jpg': array(28, dtype=int64), 'image_04119.jpg': array(28, dtype=int64), 'image_04120.jpg': array(28, dtype=int64), 'image_04121.jpg': array(28, dtype=int64), 'image_04122.jpg': array(28, dtype=int64), 'image_04123.jpg': array(28, dtype=int64), 'image_04125.jpg': array(28, dtype=int64), 'image_04126.jpg': array(28, dtype=int64), 'image_04127.jpg': array(28, dtype=int64), 'image_04128.jpg': array(28, dtype=int64), 'image_04129.jpg': array(28, dtype=int64), 'image_04130.jpg': array(28, dtype=int64), 'image_04131.jpg': array(28, dtype=int64), 'image_04132.jpg': array(28, dtype=int64), 'image_04133.jpg': array(28, dtype=int64), 'image_04134.jpg': array(28, dtype=int64), 'image_04135.jpg': array(28, dtype=int64), 'image_04136.jpg': array(28, dtype=int64), 'image_04138.jpg': array(28, dtype=int64), 'image_04139.jpg': array(28, dtype=int64), 'image_04140.jpg': array(28, dtype=int64), 'image_04141.jpg': array(28, dtype=int64), 'image_04144.jpg': array(28, dtype=int64), 'image_04147.jpg': array(28, dtype=int64), 'image_04148.jpg': array(28, dtype=int64), 'image_04149.jpg': array(28, dtype=int64), 'image_04150.jpg': array(28, dtype=int64), 'image_04151.jpg': array(28, dtype=int64), 'image_04152.jpg': array(28, dtype=int64), 'image_04153.jpg': array(28, dtype=int64), 'image_04154.jpg': array(28, dtype=int64), 'image_04155.jpg': array(28, dtype=int64), 'image_04156.jpg': array(28, dtype=int64), 'image_04157.jpg': array(28, dtype=int64), 'image_04158.jpg': array(28, dtype=int64), 'image_06612.jpg': array(2, dtype=int64), 'image_06613.jpg': array(2, dtype=int64), 'image_06614.jpg': array(2, dtype=int64), 'image_06615.jpg': array(2, dtype=int64), 'image_06616.jpg': array(2, dtype=int64), 'image_06617.jpg': array(2, dtype=int64), 'image_06618.jpg': array(2, dtype=int64), 'image_06619.jpg': array(2, dtype=int64), 'image_06620.jpg': array(2, dtype=int64), 'image_06622.jpg': array(2, dtype=int64), 'image_06623.jpg': array(2, dtype=int64), 'image_06624.jpg': array(2, dtype=int64), 'image_06625.jpg': array(2, dtype=int64), 'image_06626.jpg': array(2, dtype=int64), 'image_06627.jpg': array(2, dtype=int64), 'image_06628.jpg': array(2, dtype=int64), 'image_06629.jpg': array(2, dtype=int64), 'image_06630.jpg': array(2, dtype=int64), 'image_06632.jpg': array(2, dtype=int64), 'image_06633.jpg': array(2, dtype=int64), 'image_06635.jpg': array(2, dtype=int64), 'image_06636.jpg': array(2, dtype=int64), 'image_06637.jpg': array(2, dtype=int64), 'image_06638.jpg': array(2, dtype=int64), 'image_06639.jpg': array(2, dtype=int64), 'image_06640.jpg': array(2, dtype=int64), 'image_06642.jpg': array(2, dtype=int64), 'image_06643.jpg': array(2, dtype=int64), 'image_06644.jpg': array(2, dtype=int64), 'image_06645.jpg': array(2, dtype=int64), 'image_06646.jpg': array(2, dtype=int64), 'image_06647.jpg': array(2, dtype=int64), 'image_06648.jpg': array(2, dtype=int64), 'image_06649.jpg': array(2, dtype=int64), 'image_06650.jpg': array(2, dtype=int64), 'image_06651.jpg': array(2, dtype=int64), 'image_03460.jpg': array(29, dtype=int64), 'image_03461.jpg': array(29, dtype=int64), 'image_03462.jpg': array(29, dtype=int64), 'image_03463.jpg': array(29, dtype=int64), 'image_03465.jpg': array(29, dtype=int64), 'image_03468.jpg': array(29, dtype=int64), 'image_03470.jpg': array(29, dtype=int64), 'image_03472.jpg': array(29, dtype=int64), 'image_03473.jpg': array(29, dtype=int64), 'image_03474.jpg': array(29, dtype=int64), 'image_03476.jpg': array(29, dtype=int64), 'image_03477.jpg': array(29, dtype=int64), 'image_03478.jpg': array(29, dtype=int64), 'image_03479.jpg': array(29, dtype=int64), 'image_03480.jpg': array(29, dtype=int64), 'image_03483.jpg': array(29, dtype=int64), 'image_03486.jpg': array(29, dtype=int64), 'image_03490.jpg': array(29, dtype=int64), 'image_03491.jpg': array(29, dtype=int64), 'image_03492.jpg': array(29, dtype=int64), 'image_03493.jpg': array(29, dtype=int64), 'image_03494.jpg': array(29, dtype=int64), 'image_03495.jpg': array(29, dtype=int64), 'image_03496.jpg': array(29, dtype=int64), 'image_03497.jpg': array(29, dtype=int64), 'image_03498.jpg': array(29, dtype=int64), 'image_03499.jpg': array(29, dtype=int64), 'image_03500.jpg': array(29, dtype=int64), 'image_03501.jpg': array(29, dtype=int64), 'image_03502.jpg': array(29, dtype=int64), 'image_03503.jpg': array(29, dtype=int64), 'image_03504.jpg': array(29, dtype=int64), 'image_03505.jpg': array(29, dtype=int64), 'image_03507.jpg': array(29, dtype=int64), 'image_03508.jpg': array(29, dtype=int64), 'image_03511.jpg': array(29, dtype=int64), 'image_03513.jpg': array(29, dtype=int64), 'image_03514.jpg': array(29, dtype=int64), 'image_03515.jpg': array(29, dtype=int64), 'image_03516.jpg': array(29, dtype=int64), 'image_03517.jpg': array(29, dtype=int64), 'image_03518.jpg': array(29, dtype=int64), 'image_03519.jpg': array(29, dtype=int64), 'image_03520.jpg': array(29, dtype=int64), 'image_03521.jpg': array(29, dtype=int64), 'image_03522.jpg': array(29, dtype=int64), 'image_03523.jpg': array(29, dtype=int64), 'image_03524.jpg': array(29, dtype=int64), 'image_03525.jpg': array(29, dtype=int64), 'image_03526.jpg': array(29, dtype=int64), 'image_03527.jpg': array(29, dtype=int64), 'image_03529.jpg': array(29, dtype=int64), 'image_03532.jpg': array(29, dtype=int64), 'image_03533.jpg': array(29, dtype=int64), 'image_03534.jpg': array(29, dtype=int64), 'image_03535.jpg': array(29, dtype=int64), 'image_03536.jpg': array(29, dtype=int64), 'image_03537.jpg': array(29, dtype=int64), 'image_03539.jpg': array(29, dtype=int64), 'image_03540.jpg': array(29, dtype=int64), 'image_03543.jpg': array(29, dtype=int64), 'image_06890.jpg': array(30, dtype=int64), 'image_06891.jpg': array(30, dtype=int64), 'image_06892.jpg': array(30, dtype=int64), 'image_06893.jpg': array(30, dtype=int64), 'image_06894.jpg': array(30, dtype=int64), 'image_06895.jpg': array(30, dtype=int64), 'image_06896.jpg': array(30, dtype=int64), 'image_06897.jpg': array(30, dtype=int64), 'image_06898.jpg': array(30, dtype=int64), 'image_06899.jpg': array(30, dtype=int64), 'image_06900.jpg': array(30, dtype=int64), 'image_06901.jpg': array(30, dtype=int64), 'image_06902.jpg': array(30, dtype=int64), 'image_06904.jpg': array(30, dtype=int64), 'image_06906.jpg': array(30, dtype=int64), 'image_06907.jpg': array(30, dtype=int64), 'image_06908.jpg': array(30, dtype=int64), 'image_06909.jpg': array(30, dtype=int64), 'image_06910.jpg': array(30, dtype=int64), 'image_06911.jpg': array(30, dtype=int64), 'image_06912.jpg': array(30, dtype=int64), 'image_06913.jpg': array(30, dtype=int64), 'image_06914.jpg': array(30, dtype=int64), 'image_06915.jpg': array(30, dtype=int64), 'image_06916.jpg': array(30, dtype=int64), 'image_06917.jpg': array(30, dtype=int64), 'image_06918.jpg': array(30, dtype=int64), 'image_06919.jpg': array(30, dtype=int64), 'image_06920.jpg': array(30, dtype=int64), 'image_06921.jpg': array(30, dtype=int64), 'image_06922.jpg': array(30, dtype=int64), 'image_06923.jpg': array(30, dtype=int64), 'image_06924.jpg': array(30, dtype=int64), 'image_06925.jpg': array(30, dtype=int64), 'image_06926.jpg': array(30, dtype=int64), 'image_06927.jpg': array(30, dtype=int64), 'image_06928.jpg': array(30, dtype=int64), 'image_08065.jpg': array(30, dtype=int64), 'image_08066.jpg': array(30, dtype=int64), 'image_08068.jpg': array(30, dtype=int64), 'image_08069.jpg': array(30, dtype=int64), 'image_08071.jpg': array(30, dtype=int64), 'image_08072.jpg': array(30, dtype=int64), 'image_08073.jpg': array(30, dtype=int64), 'image_08074.jpg': array(30, dtype=int64), 'image_08075.jpg': array(30, dtype=int64), 'image_08076.jpg': array(30, dtype=int64), 'image_08077.jpg': array(30, dtype=int64), 'image_05585.jpg': array(31, dtype=int64), 'image_05586.jpg': array(31, dtype=int64), 'image_05587.jpg': array(31, dtype=int64), 'image_05588.jpg': array(31, dtype=int64), 'image_05589.jpg': array(31, dtype=int64), 'image_05590.jpg': array(31, dtype=int64), 'image_05593.jpg': array(31, dtype=int64), 'image_05594.jpg': array(31, dtype=int64), 'image_05596.jpg': array(31, dtype=int64), 'image_05597.jpg': array(31, dtype=int64), 'image_05599.jpg': array(31, dtype=int64), 'image_05600.jpg': array(31, dtype=int64), 'image_05601.jpg': array(31, dtype=int64), 'image_05603.jpg': array(31, dtype=int64), 'image_05604.jpg': array(31, dtype=int64), 'image_05605.jpg': array(31, dtype=int64), 'image_05606.jpg': array(31, dtype=int64), 'image_05607.jpg': array(31, dtype=int64), 'image_05608.jpg': array(31, dtype=int64), 'image_05609.jpg': array(31, dtype=int64), 'image_05611.jpg': array(31, dtype=int64), 'image_05612.jpg': array(31, dtype=int64), 'image_05613.jpg': array(31, dtype=int64), 'image_05616.jpg': array(31, dtype=int64), 'image_05617.jpg': array(31, dtype=int64), 'image_05618.jpg': array(31, dtype=int64), 'image_05619.jpg': array(31, dtype=int64), 'image_05620.jpg': array(31, dtype=int64), 'image_05621.jpg': array(31, dtype=int64), 'image_05622.jpg': array(31, dtype=int64), 'image_05623.jpg': array(31, dtype=int64), 'image_05624.jpg': array(31, dtype=int64), 'image_05625.jpg': array(31, dtype=int64), 'image_05626.jpg': array(31, dtype=int64), 'image_05627.jpg': array(31, dtype=int64), 'image_05628.jpg': array(31, dtype=int64), 'image_06442.jpg': array(32, dtype=int64), 'image_06445.jpg': array(32, dtype=int64), 'image_06446.jpg': array(32, dtype=int64), 'image_06447.jpg': array(32, dtype=int64), 'image_06448.jpg': array(32, dtype=int64), 'image_06449.jpg': array(32, dtype=int64), 'image_06450.jpg': array(32, dtype=int64), 'image_06451.jpg': array(32, dtype=int64), 'image_06452.jpg': array(32, dtype=int64), 'image_06453.jpg': array(32, dtype=int64), 'image_06458.jpg': array(32, dtype=int64), 'image_06459.jpg': array(32, dtype=int64), 'image_06461.jpg': array(32, dtype=int64), 'image_06462.jpg': array(32, dtype=int64), 'image_06463.jpg': array(32, dtype=int64), 'image_06464.jpg': array(32, dtype=int64), 'image_06465.jpg': array(32, dtype=int64), 'image_06466.jpg': array(32, dtype=int64), 'image_06467.jpg': array(32, dtype=int64), 'image_06469.jpg': array(32, dtype=int64), 'image_06471.jpg': array(32, dtype=int64), 'image_06472.jpg': array(32, dtype=int64), 'image_06473.jpg': array(32, dtype=int64), 'image_06474.jpg': array(32, dtype=int64), 'image_06475.jpg': array(32, dtype=int64), 'image_06476.jpg': array(32, dtype=int64), 'image_06477.jpg': array(32, dtype=int64), 'image_06480.jpg': array(32, dtype=int64), 'image_06482.jpg': array(32, dtype=int64), 'image_06483.jpg': array(32, dtype=int64), 'image_06484.jpg': array(32, dtype=int64), 'image_06930.jpg': array(33, dtype=int64), 'image_06931.jpg': array(33, dtype=int64), 'image_06932.jpg': array(33, dtype=int64), 'image_06934.jpg': array(33, dtype=int64), 'image_06935.jpg': array(33, dtype=int64), 'image_06936.jpg': array(33, dtype=int64), 'image_06937.jpg': array(33, dtype=int64), 'image_06938.jpg': array(33, dtype=int64), 'image_06940.jpg': array(33, dtype=int64), 'image_06942.jpg': array(33, dtype=int64), 'image_06943.jpg': array(33, dtype=int64), 'image_06944.jpg': array(33, dtype=int64), 'image_06945.jpg': array(33, dtype=int64), 'image_06946.jpg': array(33, dtype=int64), 'image_06947.jpg': array(33, dtype=int64), 'image_06948.jpg': array(33, dtype=int64), 'image_06951.jpg': array(33, dtype=int64), 'image_06952.jpg': array(33, dtype=int64), 'image_06953.jpg': array(33, dtype=int64), 'image_06956.jpg': array(33, dtype=int64), 'image_06957.jpg': array(33, dtype=int64), 'image_06958.jpg': array(33, dtype=int64), 'image_06960.jpg': array(33, dtype=int64), 'image_06962.jpg': array(33, dtype=int64), 'image_06965.jpg': array(33, dtype=int64), 'image_06966.jpg': array(33, dtype=int64), 'image_06967.jpg': array(33, dtype=int64), 'image_06968.jpg': array(33, dtype=int64), 'image_06969.jpg': array(34, dtype=int64), 'image_06970.jpg': array(34, dtype=int64), 'image_06971.jpg': array(34, dtype=int64), 'image_06972.jpg': array(34, dtype=int64), 'image_06973.jpg': array(34, dtype=int64), 'image_06974.jpg': array(34, dtype=int64), 'image_06975.jpg': array(34, dtype=int64), 'image_06976.jpg': array(34, dtype=int64), 'image_06979.jpg': array(34, dtype=int64), 'image_06980.jpg': array(34, dtype=int64), 'image_06981.jpg': array(34, dtype=int64), 'image_06982.jpg': array(34, dtype=int64), 'image_06983.jpg': array(34, dtype=int64), 'image_06985.jpg': array(34, dtype=int64), 'image_06987.jpg': array(34, dtype=int64), 'image_06988.jpg': array(34, dtype=int64), 'image_06989.jpg': array(34, dtype=int64), 'image_06990.jpg': array(34, dtype=int64), 'image_06991.jpg': array(34, dtype=int64), 'image_06993.jpg': array(34, dtype=int64), 'image_06994.jpg': array(34, dtype=int64), 'image_06995.jpg': array(34, dtype=int64), 'image_06996.jpg': array(34, dtype=int64), 'image_06997.jpg': array(34, dtype=int64), 'image_06998.jpg': array(34, dtype=int64), 'image_06999.jpg': array(34, dtype=int64), 'image_07000.jpg': array(34, dtype=int64), 'image_07001.jpg': array(34, dtype=int64), 'image_07002.jpg': array(34, dtype=int64), 'image_07003.jpg': array(34, dtype=int64), 'image_08085.jpg': array(34, dtype=int64), 'image_08086.jpg': array(34, dtype=int64), 'image_08087.jpg': array(34, dtype=int64), 'image_04326.jpg': array(35, dtype=int64), 'image_04327.jpg': array(35, dtype=int64), 'image_04328.jpg': array(35, dtype=int64), 'image_04329.jpg': array(35, dtype=int64), 'image_04330.jpg': array(35, dtype=int64), 'image_04331.jpg': array(35, dtype=int64), 'image_04332.jpg': array(35, dtype=int64), 'image_04335.jpg': array(35, dtype=int64), 'image_04336.jpg': array(35, dtype=int64), 'image_04337.jpg': array(35, dtype=int64), 'image_04338.jpg': array(35, dtype=int64), 'image_04339.jpg': array(35, dtype=int64), 'image_04340.jpg': array(35, dtype=int64), 'image_04341.jpg': array(35, dtype=int64), 'image_04342.jpg': array(35, dtype=int64), 'image_04343.jpg': array(35, dtype=int64), 'image_04345.jpg': array(35, dtype=int64), 'image_04346.jpg': array(35, dtype=int64), 'image_04347.jpg': array(35, dtype=int64), 'image_04348.jpg': array(35, dtype=int64), 'image_04349.jpg': array(35, dtype=int64), 'image_04353.jpg': array(35, dtype=int64), 'image_04355.jpg': array(35, dtype=int64), 'image_04356.jpg': array(35, dtype=int64), 'image_04357.jpg': array(35, dtype=int64), 'image_04358.jpg': array(35, dtype=int64), 'image_04359.jpg': array(35, dtype=int64), 'image_04360.jpg': array(35, dtype=int64), 'image_04361.jpg': array(35, dtype=int64), 'image_04362.jpg': array(35, dtype=int64), 'image_04363.jpg': array(35, dtype=int64), 'image_04365.jpg': array(35, dtype=int64), 'image_04366.jpg': array(35, dtype=int64), 'image_04367.jpg': array(35, dtype=int64), 'image_04368.jpg': array(35, dtype=int64), 'image_04369.jpg': array(35, dtype=int64), 'image_04370.jpg': array(35, dtype=int64), 'image_04371.jpg': array(35, dtype=int64), 'image_04372.jpg': array(35, dtype=int64), 'image_04374.jpg': array(35, dtype=int64), 'image_04375.jpg': array(35, dtype=int64), 'image_04376.jpg': array(35, dtype=int64), 'image_04377.jpg': array(35, dtype=int64), 'image_04378.jpg': array(35, dtype=int64), 'image_04379.jpg': array(35, dtype=int64), 'image_04380.jpg': array(35, dtype=int64), 'image_04381.jpg': array(35, dtype=int64), 'image_04383.jpg': array(35, dtype=int64), 'image_04384.jpg': array(35, dtype=int64), 'image_04385.jpg': array(35, dtype=int64), 'image_04386.jpg': array(35, dtype=int64), 'image_04387.jpg': array(35, dtype=int64), 'image_04388.jpg': array(35, dtype=int64), 'image_04389.jpg': array(35, dtype=int64), 'image_04390.jpg': array(35, dtype=int64), 'image_04391.jpg': array(35, dtype=int64), 'image_04394.jpg': array(35, dtype=int64), 'image_04395.jpg': array(35, dtype=int64), 'image_04396.jpg': array(35, dtype=int64), 'image_04397.jpg': array(35, dtype=int64), 'image_04398.jpg': array(35, dtype=int64), 'image_04399.jpg': array(35, dtype=int64), 'image_03735.jpg': array(36, dtype=int64), 'image_03736.jpg': array(36, dtype=int64), 'image_03737.jpg': array(36, dtype=int64), 'image_03738.jpg': array(36, dtype=int64), 'image_03739.jpg': array(36, dtype=int64), 'image_03740.jpg': array(36, dtype=int64), 'image_03742.jpg': array(36, dtype=int64), 'image_03743.jpg': array(36, dtype=int64), 'image_03744.jpg': array(36, dtype=int64), 'image_03745.jpg': array(36, dtype=int64), 'image_03746.jpg': array(36, dtype=int64), 'image_03747.jpg': array(36, dtype=int64), 'image_03748.jpg': array(36, dtype=int64), 'image_03749.jpg': array(36, dtype=int64), 'image_03750.jpg': array(36, dtype=int64), 'image_03751.jpg': array(36, dtype=int64), 'image_03752.jpg': array(36, dtype=int64), 'image_03753.jpg': array(36, dtype=int64), 'image_03754.jpg': array(36, dtype=int64), 'image_03755.jpg': array(36, dtype=int64), 'image_03757.jpg': array(36, dtype=int64), 'image_03758.jpg': array(36, dtype=int64), 'image_03759.jpg': array(36, dtype=int64), 'image_03760.jpg': array(36, dtype=int64), 'image_03761.jpg': array(36, dtype=int64), 'image_03762.jpg': array(36, dtype=int64), 'image_03763.jpg': array(36, dtype=int64), 'image_03764.jpg': array(36, dtype=int64), 'image_03766.jpg': array(36, dtype=int64), 'image_03767.jpg': array(36, dtype=int64), 'image_03769.jpg': array(36, dtype=int64), 'image_03770.jpg': array(36, dtype=int64), 'image_03771.jpg': array(36, dtype=int64), 'image_03772.jpg': array(36, dtype=int64), 'image_03773.jpg': array(36, dtype=int64), 'image_03774.jpg': array(36, dtype=int64), 'image_03775.jpg': array(36, dtype=int64), 'image_03776.jpg': array(36, dtype=int64), 'image_03777.jpg': array(36, dtype=int64), 'image_03778.jpg': array(36, dtype=int64), 'image_03779.jpg': array(36, dtype=int64), 'image_03780.jpg': array(36, dtype=int64), 'image_03781.jpg': array(36, dtype=int64), 'image_03782.jpg': array(36, dtype=int64), 'image_03784.jpg': array(36, dtype=int64), 'image_03786.jpg': array(36, dtype=int64), 'image_03787.jpg': array(36, dtype=int64), 'image_03788.jpg': array(36, dtype=int64), 'image_03790.jpg': array(36, dtype=int64), 'image_03791.jpg': array(36, dtype=int64), 'image_03792.jpg': array(36, dtype=int64), 'image_03793.jpg': array(36, dtype=int64), 'image_03794.jpg': array(36, dtype=int64), 'image_03795.jpg': array(36, dtype=int64), 'image_03796.jpg': array(36, dtype=int64), 'image_03797.jpg': array(36, dtype=int64), 'image_03798.jpg': array(36, dtype=int64), 'image_03799.jpg': array(36, dtype=int64), 'image_03800.jpg': array(36, dtype=int64), 'image_03801.jpg': array(36, dtype=int64), 'image_03802.jpg': array(36, dtype=int64), 'image_03803.jpg': array(36, dtype=int64), 'image_03804.jpg': array(36, dtype=int64), 'image_03805.jpg': array(36, dtype=int64), 'image_03806.jpg': array(36, dtype=int64), 'image_03808.jpg': array(36, dtype=int64), 'image_03809.jpg': array(36, dtype=int64), 'image_03812.jpg': array(36, dtype=int64), 'image_03814.jpg': array(36, dtype=int64), 'image_03816.jpg': array(36, dtype=int64), 'image_03817.jpg': array(36, dtype=int64), 'image_03818.jpg': array(36, dtype=int64), 'image_03819.jpg': array(36, dtype=int64), 'image_03823.jpg': array(36, dtype=int64), 'image_03824.jpg': array(36, dtype=int64), 'image_03825.jpg': array(36, dtype=int64), 'image_03826.jpg': array(36, dtype=int64), 'image_03827.jpg': array(36, dtype=int64), 'image_07285.jpg': array(36, dtype=int64), 'image_07286.jpg': array(36, dtype=int64), 'image_07287.jpg': array(36, dtype=int64), 'image_07288.jpg': array(36, dtype=int64), 'image_07289.jpg': array(36, dtype=int64), 'image_07290.jpg': array(36, dtype=int64), 'image_07291.jpg': array(36, dtype=int64), 'image_07292.jpg': array(36, dtype=int64), 'image_07293.jpg': array(36, dtype=int64), 'image_07294.jpg': array(36, dtype=int64), 'image_07295.jpg': array(36, dtype=int64), 'image_07296.jpg': array(36, dtype=int64), 'image_07297.jpg': array(36, dtype=int64), 'image_07298.jpg': array(36, dtype=int64), 'image_05793.jpg': array(37, dtype=int64), 'image_05794.jpg': array(37, dtype=int64), 'image_05795.jpg': array(37, dtype=int64), 'image_05798.jpg': array(37, dtype=int64), 'image_05800.jpg': array(37, dtype=int64), 'image_05801.jpg': array(37, dtype=int64), 'image_05802.jpg': array(37, dtype=int64), 'image_05803.jpg': array(37, dtype=int64), 'image_05804.jpg': array(37, dtype=int64), 'image_05805.jpg': array(37, dtype=int64), 'image_05807.jpg': array(37, dtype=int64), 'image_05808.jpg': array(37, dtype=int64), 'image_05809.jpg': array(37, dtype=int64), 'image_05810.jpg': array(37, dtype=int64), 'image_05811.jpg': array(37, dtype=int64), 'image_05813.jpg': array(37, dtype=int64), 'image_05814.jpg': array(37, dtype=int64), 'image_05815.jpg': array(37, dtype=int64), 'image_05816.jpg': array(37, dtype=int64), 'image_05817.jpg': array(37, dtype=int64), 'image_05818.jpg': array(37, dtype=int64), 'image_05820.jpg': array(37, dtype=int64), 'image_05821.jpg': array(37, dtype=int64), 'image_05822.jpg': array(37, dtype=int64), 'image_05823.jpg': array(37, dtype=int64), 'image_05826.jpg': array(37, dtype=int64), 'image_05827.jpg': array(37, dtype=int64), 'image_05828.jpg': array(37, dtype=int64), 'image_05831.jpg': array(37, dtype=int64), 'image_05832.jpg': array(37, dtype=int64), 'image_05834.jpg': array(37, dtype=int64), 'image_05835.jpg': array(37, dtype=int64), 'image_05836.jpg': array(37, dtype=int64), 'image_05837.jpg': array(37, dtype=int64), 'image_05838.jpg': array(37, dtype=int64), 'image_05839.jpg': array(37, dtype=int64), 'image_05840.jpg': array(37, dtype=int64), 'image_05841.jpg': array(37, dtype=int64), 'image_05842.jpg': array(37, dtype=int64), 'image_05843.jpg': array(37, dtype=int64), 'image_05844.jpg': array(37, dtype=int64), 'image_05846.jpg': array(37, dtype=int64), 'image_05847.jpg': array(37, dtype=int64), 'image_05848.jpg': array(37, dtype=int64), 'image_07007.jpg': array(38, dtype=int64), 'image_07008.jpg': array(38, dtype=int64), 'image_07009.jpg': array(38, dtype=int64), 'image_07011.jpg': array(38, dtype=int64), 'image_07012.jpg': array(38, dtype=int64), 'image_07014.jpg': array(38, dtype=int64), 'image_07015.jpg': array(38, dtype=int64), 'image_07017.jpg': array(38, dtype=int64), 'image_07019.jpg': array(38, dtype=int64), 'image_07020.jpg': array(38, dtype=int64), 'image_07021.jpg': array(38, dtype=int64), 'image_07022.jpg': array(38, dtype=int64), 'image_07023.jpg': array(38, dtype=int64), 'image_07024.jpg': array(38, dtype=int64), 'image_07025.jpg': array(38, dtype=int64), 'image_07026.jpg': array(38, dtype=int64), 'image_07027.jpg': array(38, dtype=int64), 'image_07028.jpg': array(38, dtype=int64), 'image_07029.jpg': array(38, dtype=int64), 'image_07030.jpg': array(38, dtype=int64), 'image_07031.jpg': array(38, dtype=int64), 'image_07032.jpg': array(38, dtype=int64), 'image_07033.jpg': array(38, dtype=int64), 'image_07034.jpg': array(38, dtype=int64), 'image_07037.jpg': array(38, dtype=int64), 'image_07038.jpg': array(38, dtype=int64), 'image_07040.jpg': array(38, dtype=int64), 'image_07041.jpg': array(38, dtype=int64), 'image_07042.jpg': array(38, dtype=int64), 'image_07044.jpg': array(38, dtype=int64), 'image_07045.jpg': array(38, dtype=int64), 'image_08080.jpg': array(38, dtype=int64), 'image_08081.jpg': array(38, dtype=int64), 'image_05629.jpg': array(3, dtype=int64), 'image_05630.jpg': array(3, dtype=int64), 'image_05631.jpg': array(3, dtype=int64), 'image_05632.jpg': array(3, dtype=int64), 'image_05633.jpg': array(3, dtype=int64), 'image_05634.jpg': array(3, dtype=int64), 'image_05635.jpg': array(3, dtype=int64), 'image_05639.jpg': array(3, dtype=int64), 'image_05641.jpg': array(3, dtype=int64), 'image_05642.jpg': array(3, dtype=int64), 'image_05643.jpg': array(3, dtype=int64), 'image_05644.jpg': array(3, dtype=int64), 'image_05645.jpg': array(3, dtype=int64), 'image_05646.jpg': array(3, dtype=int64), 'image_05647.jpg': array(3, dtype=int64), 'image_05648.jpg': array(3, dtype=int64), 'image_05649.jpg': array(3, dtype=int64), 'image_05650.jpg': array(3, dtype=int64), 'image_05651.jpg': array(3, dtype=int64), 'image_05652.jpg': array(3, dtype=int64), 'image_05654.jpg': array(3, dtype=int64), 'image_05655.jpg': array(3, dtype=int64), 'image_05656.jpg': array(3, dtype=int64), 'image_05659.jpg': array(3, dtype=int64), 'image_05661.jpg': array(3, dtype=int64), 'image_05662.jpg': array(3, dtype=int64), 'image_05663.jpg': array(3, dtype=int64), 'image_05664.jpg': array(3, dtype=int64), 'image_05665.jpg': array(3, dtype=int64), 'image_05666.jpg': array(3, dtype=int64), 'image_05667.jpg': array(3, dtype=int64), 'image_05668.jpg': array(3, dtype=int64), 'image_05669.jpg': array(3, dtype=int64), 'image_05670.jpg': array(3, dtype=int64), 'image_05671.jpg': array(3, dtype=int64), 'image_05672.jpg': array(3, dtype=int64), 'image_05673.jpg': array(3, dtype=int64), 'image_05674.jpg': array(3, dtype=int64), 'image_05675.jpg': array(3, dtype=int64), 'image_05676.jpg': array(3, dtype=int64), 'image_05679.jpg': array(3, dtype=int64), 'image_05682.jpg': array(3, dtype=int64), 'image_05683.jpg': array(3, dtype=int64), 'image_05684.jpg': array(3, dtype=int64), 'image_04558.jpg': array(39, dtype=int64), 'image_04559.jpg': array(39, dtype=int64), 'image_04560.jpg': array(39, dtype=int64), 'image_04561.jpg': array(39, dtype=int64), 'image_04562.jpg': array(39, dtype=int64), 'image_04564.jpg': array(39, dtype=int64), 'image_04565.jpg': array(39, dtype=int64), 'image_04566.jpg': array(39, dtype=int64), 'image_04567.jpg': array(39, dtype=int64), 'image_04569.jpg': array(39, dtype=int64), 'image_04570.jpg': array(39, dtype=int64), 'image_04571.jpg': array(39, dtype=int64), 'image_04572.jpg': array(39, dtype=int64), 'image_04574.jpg': array(39, dtype=int64), 'image_04575.jpg': array(39, dtype=int64), 'image_04576.jpg': array(39, dtype=int64), 'image_04577.jpg': array(39, dtype=int64), 'image_04580.jpg': array(39, dtype=int64), 'image_04581.jpg': array(39, dtype=int64), 'image_04583.jpg': array(39, dtype=int64), 'image_04585.jpg': array(39, dtype=int64), 'image_04589.jpg': array(39, dtype=int64), 'image_04590.jpg': array(39, dtype=int64), 'image_04591.jpg': array(39, dtype=int64), 'image_04592.jpg': array(39, dtype=int64), 'image_04593.jpg': array(39, dtype=int64), 'image_04594.jpg': array(39, dtype=int64), 'image_04595.jpg': array(39, dtype=int64), 'image_04597.jpg': array(39, dtype=int64), 'image_04598.jpg': array(39, dtype=int64), 'image_04599.jpg': array(39, dtype=int64), 'image_04600.jpg': array(39, dtype=int64), 'image_04601.jpg': array(39, dtype=int64), 'image_04602.jpg': array(39, dtype=int64), 'image_04603.jpg': array(39, dtype=int64), 'image_04604.jpg': array(39, dtype=int64), 'image_04605.jpg': array(39, dtype=int64), 'image_04606.jpg': array(39, dtype=int64), 'image_04607.jpg': array(39, dtype=int64), 'image_04610.jpg': array(39, dtype=int64), 'image_04611.jpg': array(39, dtype=int64), 'image_04612.jpg': array(39, dtype=int64), 'image_04613.jpg': array(39, dtype=int64), 'image_04614.jpg': array(39, dtype=int64), 'image_04615.jpg': array(39, dtype=int64), 'image_04616.jpg': array(39, dtype=int64), 'image_04617.jpg': array(39, dtype=int64), 'image_04618.jpg': array(39, dtype=int64), 'image_04619.jpg': array(39, dtype=int64), 'image_04620.jpg': array(39, dtype=int64), 'image_04621.jpg': array(39, dtype=int64), 'image_04622.jpg': array(39, dtype=int64), 'image_04623.jpg': array(39, dtype=int64), 'image_04624.jpg': array(39, dtype=int64), 'image_02189.jpg': array(40, dtype=int64), 'image_02190.jpg': array(40, dtype=int64), 'image_02191.jpg': array(40, dtype=int64), 'image_02192.jpg': array(40, dtype=int64), 'image_02194.jpg': array(40, dtype=int64), 'image_02195.jpg': array(40, dtype=int64), 'image_02196.jpg': array(40, dtype=int64), 'image_02197.jpg': array(40, dtype=int64), 'image_02202.jpg': array(40, dtype=int64), 'image_02203.jpg': array(40, dtype=int64), 'image_02204.jpg': array(40, dtype=int64), 'image_02206.jpg': array(40, dtype=int64), 'image_02207.jpg': array(40, dtype=int64), 'image_02208.jpg': array(40, dtype=int64), 'image_02209.jpg': array(40, dtype=int64), 'image_02210.jpg': array(40, dtype=int64), 'image_02211.jpg': array(40, dtype=int64), 'image_02212.jpg': array(40, dtype=int64), 'image_02213.jpg': array(40, dtype=int64), 'image_02214.jpg': array(40, dtype=int64), 'image_02215.jpg': array(40, dtype=int64), 'image_02216.jpg': array(40, dtype=int64), 'image_02217.jpg': array(40, dtype=int64), 'image_02218.jpg': array(40, dtype=int64), 'image_02220.jpg': array(40, dtype=int64), 'image_02221.jpg': array(40, dtype=int64), 'image_02223.jpg': array(40, dtype=int64), 'image_02224.jpg': array(40, dtype=int64), 'image_02225.jpg': array(40, dtype=int64), 'image_02226.jpg': array(40, dtype=int64), 'image_02227.jpg': array(40, dtype=int64), 'image_02228.jpg': array(40, dtype=int64), 'image_02229.jpg': array(40, dtype=int64), 'image_02230.jpg': array(40, dtype=int64), 'image_02233.jpg': array(40, dtype=int64), 'image_02234.jpg': array(40, dtype=int64), 'image_02235.jpg': array(40, dtype=int64), 'image_02236.jpg': array(40, dtype=int64), 'image_02238.jpg': array(40, dtype=int64), 'image_02239.jpg': array(40, dtype=int64), 'image_02240.jpg': array(40, dtype=int64), 'image_02241.jpg': array(40, dtype=int64), 'image_02242.jpg': array(40, dtype=int64), 'image_02243.jpg': array(40, dtype=int64), 'image_02244.jpg': array(40, dtype=int64), 'image_02246.jpg': array(40, dtype=int64), 'image_02249.jpg': array(40, dtype=int64), 'image_02250.jpg': array(40, dtype=int64), 'image_02252.jpg': array(40, dtype=int64), 'image_02253.jpg': array(40, dtype=int64), 'image_02254.jpg': array(40, dtype=int64), 'image_02255.jpg': array(40, dtype=int64), 'image_02256.jpg': array(40, dtype=int64), 'image_02262.jpg': array(40, dtype=int64), 'image_02264.jpg': array(40, dtype=int64), 'image_02265.jpg': array(40, dtype=int64), 'image_02267.jpg': array(40, dtype=int64), 'image_02269.jpg': array(40, dtype=int64), 'image_02271.jpg': array(40, dtype=int64), 'image_02272.jpg': array(40, dtype=int64), 'image_02273.jpg': array(40, dtype=int64), 'image_02274.jpg': array(40, dtype=int64), 'image_02275.jpg': array(40, dtype=int64), 'image_02277.jpg': array(40, dtype=int64), 'image_02279.jpg': array(40, dtype=int64), 'image_02280.jpg': array(40, dtype=int64), 'image_02281.jpg': array(40, dtype=int64), 'image_02282.jpg': array(40, dtype=int64), 'image_02283.jpg': array(40, dtype=int64), 'image_02284.jpg': array(40, dtype=int64), 'image_02285.jpg': array(40, dtype=int64), 'image_02286.jpg': array(40, dtype=int64), 'image_02287.jpg': array(40, dtype=int64), 'image_02288.jpg': array(40, dtype=int64), 'image_02289.jpg': array(40, dtype=int64), 'image_02290.jpg': array(40, dtype=int64), 'image_02291.jpg': array(40, dtype=int64), 'image_02292.jpg': array(40, dtype=int64), 'image_02293.jpg': array(40, dtype=int64), 'image_02294.jpg': array(40, dtype=int64), 'image_02295.jpg': array(40, dtype=int64), 'image_02296.jpg': array(40, dtype=int64), 'image_02298.jpg': array(40, dtype=int64), 'image_02299.jpg': array(40, dtype=int64), 'image_02300.jpg': array(40, dtype=int64), 'image_02301.jpg': array(40, dtype=int64), 'image_02303.jpg': array(40, dtype=int64), 'image_02304.jpg': array(40, dtype=int64), 'image_02307.jpg': array(40, dtype=int64), 'image_02308.jpg': array(40, dtype=int64), 'image_02309.jpg': array(40, dtype=int64), 'image_02310.jpg': array(40, dtype=int64), 'image_02311.jpg': array(40, dtype=int64), 'image_02312.jpg': array(40, dtype=int64), 'image_02313.jpg': array(40, dtype=int64), 'image_02314.jpg': array(40, dtype=int64), 'image_02315.jpg': array(40, dtype=int64), 'image_05685.jpg': array(41, dtype=int64), 'image_05686.jpg': array(41, dtype=int64), 'image_05687.jpg': array(41, dtype=int64), 'image_05688.jpg': array(41, dtype=int64), 'image_05689.jpg': array(41, dtype=int64), 'image_05691.jpg': array(41, dtype=int64), 'image_05692.jpg': array(41, dtype=int64), 'image_05693.jpg': array(41, dtype=int64), 'image_05694.jpg': array(41, dtype=int64), 'image_05695.jpg': array(41, dtype=int64), 'image_05697.jpg': array(41, dtype=int64), 'image_05698.jpg': array(41, dtype=int64), 'image_05699.jpg': array(41, dtype=int64), 'image_05700.jpg': array(41, dtype=int64), 'image_05702.jpg': array(41, dtype=int64), 'image_05703.jpg': array(41, dtype=int64), 'image_05704.jpg': array(41, dtype=int64), 'image_05705.jpg': array(41, dtype=int64), 'image_05706.jpg': array(41, dtype=int64), 'image_05707.jpg': array(41, dtype=int64), 'image_05708.jpg': array(41, dtype=int64), 'image_05709.jpg': array(41, dtype=int64), 'image_05710.jpg': array(41, dtype=int64), 'image_05714.jpg': array(41, dtype=int64), 'image_05715.jpg': array(41, dtype=int64), 'image_05716.jpg': array(41, dtype=int64), 'image_05717.jpg': array(41, dtype=int64), 'image_05718.jpg': array(41, dtype=int64), 'image_05719.jpg': array(41, dtype=int64), 'image_05720.jpg': array(41, dtype=int64), 'image_05721.jpg': array(41, dtype=int64), 'image_05722.jpg': array(41, dtype=int64), 'image_05724.jpg': array(41, dtype=int64), 'image_05725.jpg': array(41, dtype=int64), 'image_05726.jpg': array(41, dtype=int64), 'image_05727.jpg': array(41, dtype=int64), 'image_05728.jpg': array(41, dtype=int64), 'image_05729.jpg': array(41, dtype=int64), 'image_05732.jpg': array(41, dtype=int64), 'image_05733.jpg': array(41, dtype=int64), 'image_05734.jpg': array(41, dtype=int64), 'image_05736.jpg': array(41, dtype=int64), 'image_05737.jpg': array(41, dtype=int64), 'image_05738.jpg': array(41, dtype=int64), 'image_05739.jpg': array(41, dtype=int64), 'image_05740.jpg': array(41, dtype=int64), 'image_05741.jpg': array(41, dtype=int64), 'image_05742.jpg': array(41, dtype=int64), 'image_05743.jpg': array(41, dtype=int64), 'image_02316.jpg': array(42, dtype=int64), 'image_02317.jpg': array(42, dtype=int64), 'image_02318.jpg': array(42, dtype=int64), 'image_02319.jpg': array(42, dtype=int64), 'image_02320.jpg': array(42, dtype=int64), 'image_02321.jpg': array(42, dtype=int64), 'image_02322.jpg': array(42, dtype=int64), 'image_02323.jpg': array(42, dtype=int64), 'image_02324.jpg': array(42, dtype=int64), 'image_02325.jpg': array(42, dtype=int64), 'image_02326.jpg': array(42, dtype=int64), 'image_02327.jpg': array(42, dtype=int64), 'image_02328.jpg': array(42, dtype=int64), 'image_02331.jpg': array(42, dtype=int64), 'image_02332.jpg': array(42, dtype=int64), 'image_02333.jpg': array(42, dtype=int64), 'image_02334.jpg': array(42, dtype=int64), 'image_02337.jpg': array(42, dtype=int64), 'image_02338.jpg': array(42, dtype=int64), 'image_02339.jpg': array(42, dtype=int64), 'image_02340.jpg': array(42, dtype=int64), 'image_02341.jpg': array(42, dtype=int64), 'image_02342.jpg': array(42, dtype=int64), 'image_02343.jpg': array(42, dtype=int64), 'image_02344.jpg': array(42, dtype=int64), 'image_02347.jpg': array(42, dtype=int64), 'image_02348.jpg': array(42, dtype=int64), 'image_02350.jpg': array(42, dtype=int64), 'image_02351.jpg': array(42, dtype=int64), 'image_02352.jpg': array(42, dtype=int64), 'image_02353.jpg': array(42, dtype=int64), 'image_02354.jpg': array(42, dtype=int64), 'image_02356.jpg': array(42, dtype=int64), 'image_02357.jpg': array(42, dtype=int64), 'image_02358.jpg': array(42, dtype=int64), 'image_02359.jpg': array(42, dtype=int64), 'image_02360.jpg': array(42, dtype=int64), 'image_02361.jpg': array(42, dtype=int64), 'image_02362.jpg': array(42, dtype=int64), 'image_02363.jpg': array(42, dtype=int64), 'image_02364.jpg': array(42, dtype=int64), 'image_02366.jpg': array(42, dtype=int64), 'image_02367.jpg': array(42, dtype=int64), 'image_02372.jpg': array(42, dtype=int64), 'image_02373.jpg': array(42, dtype=int64), 'image_02374.jpg': array(42, dtype=int64), 'image_02375.jpg': array(42, dtype=int64), 'image_02376.jpg': array(42, dtype=int64), 'image_02377.jpg': array(42, dtype=int64), 'image_02378.jpg': array(42, dtype=int64), 'image_02379.jpg': array(42, dtype=int64), 'image_02380.jpg': array(42, dtype=int64), 'image_02381.jpg': array(42, dtype=int64), 'image_02382.jpg': array(42, dtype=int64), 'image_02383.jpg': array(42, dtype=int64), 'image_02384.jpg': array(42, dtype=int64), 'image_02385.jpg': array(42, dtype=int64), 'image_02387.jpg': array(42, dtype=int64), 'image_02388.jpg': array(42, dtype=int64), 'image_02390.jpg': array(42, dtype=int64), 'image_02391.jpg': array(42, dtype=int64), 'image_02392.jpg': array(42, dtype=int64), 'image_02393.jpg': array(42, dtype=int64), 'image_02395.jpg': array(42, dtype=int64), 'image_02396.jpg': array(42, dtype=int64), 'image_02398.jpg': array(42, dtype=int64), 'image_02399.jpg': array(42, dtype=int64), 'image_02401.jpg': array(42, dtype=int64), 'image_02402.jpg': array(42, dtype=int64), 'image_02403.jpg': array(42, dtype=int64), 'image_02404.jpg': array(42, dtype=int64), 'image_02405.jpg': array(42, dtype=int64), 'image_02406.jpg': array(42, dtype=int64), 'image_02408.jpg': array(42, dtype=int64), 'image_02409.jpg': array(42, dtype=int64), 'image_02410.jpg': array(42, dtype=int64), 'image_02411.jpg': array(42, dtype=int64), 'image_02413.jpg': array(42, dtype=int64), 'image_02415.jpg': array(42, dtype=int64), 'image_02416.jpg': array(42, dtype=int64), 'image_02417.jpg': array(42, dtype=int64), 'image_02418.jpg': array(42, dtype=int64), 'image_02420.jpg': array(42, dtype=int64), 'image_02422.jpg': array(42, dtype=int64), 'image_02423.jpg': array(42, dtype=int64), 'image_02424.jpg': array(42, dtype=int64), 'image_02427.jpg': array(42, dtype=int64), 'image_02428.jpg': array(42, dtype=int64), 'image_02430.jpg': array(42, dtype=int64), 'image_02432.jpg': array(42, dtype=int64), 'image_02434.jpg': array(42, dtype=int64), 'image_02436.jpg': array(42, dtype=int64), 'image_02437.jpg': array(42, dtype=int64), 'image_02438.jpg': array(42, dtype=int64), 'image_02439.jpg': array(42, dtype=int64), 'image_02440.jpg': array(42, dtype=int64), 'image_02441.jpg': array(42, dtype=int64), 'image_02442.jpg': array(42, dtype=int64), 'image_02444.jpg': array(42, dtype=int64), 'image_02445.jpg': array(42, dtype=int64), 'image_01492.jpg': array(43, dtype=int64), 'image_01493.jpg': array(43, dtype=int64), 'image_01495.jpg': array(43, dtype=int64), 'image_01496.jpg': array(43, dtype=int64), 'image_01497.jpg': array(43, dtype=int64), 'image_01498.jpg': array(43, dtype=int64), 'image_01499.jpg': array(43, dtype=int64), 'image_01501.jpg': array(43, dtype=int64), 'image_01503.jpg': array(43, dtype=int64), 'image_01504.jpg': array(43, dtype=int64), 'image_01505.jpg': array(43, dtype=int64), 'image_01506.jpg': array(43, dtype=int64), 'image_01507.jpg': array(43, dtype=int64), 'image_01508.jpg': array(43, dtype=int64), 'image_01509.jpg': array(43, dtype=int64), 'image_01511.jpg': array(43, dtype=int64), 'image_01513.jpg': array(43, dtype=int64), 'image_01514.jpg': array(43, dtype=int64), 'image_01517.jpg': array(43, dtype=int64), 'image_01519.jpg': array(43, dtype=int64), 'image_01520.jpg': array(43, dtype=int64), 'image_01521.jpg': array(43, dtype=int64), 'image_01522.jpg': array(43, dtype=int64), 'image_01523.jpg': array(43, dtype=int64), 'image_01524.jpg': array(43, dtype=int64), 'image_01525.jpg': array(43, dtype=int64), 'image_01526.jpg': array(43, dtype=int64), 'image_01528.jpg': array(43, dtype=int64), 'image_01529.jpg': array(43, dtype=int64), 'image_01531.jpg': array(43, dtype=int64), 'image_01532.jpg': array(43, dtype=int64), 'image_01533.jpg': array(43, dtype=int64), 'image_01534.jpg': array(43, dtype=int64), 'image_01535.jpg': array(43, dtype=int64), 'image_01536.jpg': array(43, dtype=int64), 'image_01537.jpg': array(43, dtype=int64), 'image_01538.jpg': array(43, dtype=int64), 'image_01539.jpg': array(43, dtype=int64), 'image_01541.jpg': array(43, dtype=int64), 'image_01542.jpg': array(43, dtype=int64), 'image_01543.jpg': array(43, dtype=int64), 'image_01544.jpg': array(43, dtype=int64), 'image_01545.jpg': array(43, dtype=int64), 'image_01546.jpg': array(43, dtype=int64), 'image_01547.jpg': array(43, dtype=int64), 'image_01549.jpg': array(43, dtype=int64), 'image_01550.jpg': array(43, dtype=int64), 'image_01551.jpg': array(43, dtype=int64), 'image_01552.jpg': array(43, dtype=int64), 'image_01553.jpg': array(43, dtype=int64), 'image_01554.jpg': array(43, dtype=int64), 'image_01555.jpg': array(43, dtype=int64), 'image_01556.jpg': array(43, dtype=int64), 'image_01557.jpg': array(43, dtype=int64), 'image_01558.jpg': array(43, dtype=int64), 'image_01559.jpg': array(43, dtype=int64), 'image_01561.jpg': array(43, dtype=int64), 'image_01562.jpg': array(43, dtype=int64), 'image_01563.jpg': array(43, dtype=int64), 'image_01565.jpg': array(43, dtype=int64), 'image_01566.jpg': array(43, dtype=int64), 'image_01567.jpg': array(43, dtype=int64), 'image_01568.jpg': array(43, dtype=int64), 'image_01571.jpg': array(43, dtype=int64), 'image_01572.jpg': array(43, dtype=int64), 'image_01574.jpg': array(43, dtype=int64), 'image_01575.jpg': array(43, dtype=int64), 'image_01576.jpg': array(43, dtype=int64), 'image_01577.jpg': array(43, dtype=int64), 'image_01580.jpg': array(43, dtype=int64), 'image_01581.jpg': array(43, dtype=int64), 'image_01582.jpg': array(43, dtype=int64), 'image_01583.jpg': array(43, dtype=int64), 'image_07123.jpg': array(44, dtype=int64), 'image_07124.jpg': array(44, dtype=int64), 'image_07125.jpg': array(44, dtype=int64), 'image_07126.jpg': array(44, dtype=int64), 'image_07128.jpg': array(44, dtype=int64), 'image_07129.jpg': array(44, dtype=int64), 'image_07130.jpg': array(44, dtype=int64), 'image_07131.jpg': array(44, dtype=int64), 'image_07132.jpg': array(44, dtype=int64), 'image_07133.jpg': array(44, dtype=int64), 'image_07134.jpg': array(44, dtype=int64), 'image_07135.jpg': array(44, dtype=int64), 'image_07136.jpg': array(44, dtype=int64), 'image_07138.jpg': array(44, dtype=int64), 'image_07141.jpg': array(44, dtype=int64), 'image_07143.jpg': array(44, dtype=int64), 'image_07144.jpg': array(44, dtype=int64), 'image_07145.jpg': array(44, dtype=int64), 'image_07146.jpg': array(44, dtype=int64), 'image_07147.jpg': array(44, dtype=int64), 'image_07148.jpg': array(44, dtype=int64), 'image_07149.jpg': array(44, dtype=int64), 'image_07150.jpg': array(44, dtype=int64), 'image_07151.jpg': array(44, dtype=int64), 'image_07152.jpg': array(44, dtype=int64), 'image_07153.jpg': array(44, dtype=int64), 'image_07154.jpg': array(44, dtype=int64), 'image_07156.jpg': array(44, dtype=int64), 'image_07157.jpg': array(44, dtype=int64), 'image_07158.jpg': array(44, dtype=int64), 'image_07159.jpg': array(44, dtype=int64), 'image_07161.jpg': array(44, dtype=int64), 'image_08098.jpg': array(44, dtype=int64), 'image_00947.jpg': array(45, dtype=int64), 'image_00948.jpg': array(45, dtype=int64), 'image_00950.jpg': array(45, dtype=int64), 'image_00951.jpg': array(45, dtype=int64), 'image_00952.jpg': array(45, dtype=int64), 'image_00953.jpg': array(45, dtype=int64), 'image_00954.jpg': array(45, dtype=int64), 'image_00955.jpg': array(45, dtype=int64), 'image_00956.jpg': array(45, dtype=int64), 'image_00957.jpg': array(45, dtype=int64), 'image_00959.jpg': array(45, dtype=int64), 'image_00960.jpg': array(45, dtype=int64), 'image_00962.jpg': array(45, dtype=int64), 'image_00963.jpg': array(45, dtype=int64), 'image_00964.jpg': array(45, dtype=int64), 'image_00965.jpg': array(45, dtype=int64), 'image_00966.jpg': array(45, dtype=int64), 'image_00967.jpg': array(45, dtype=int64), 'image_00968.jpg': array(45, dtype=int64), 'image_00971.jpg': array(45, dtype=int64), 'image_00972.jpg': array(45, dtype=int64), 'image_00973.jpg': array(45, dtype=int64), 'image_00974.jpg': array(45, dtype=int64), 'image_00975.jpg': array(45, dtype=int64), 'image_00978.jpg': array(45, dtype=int64), 'image_00979.jpg': array(45, dtype=int64), 'image_00980.jpg': array(45, dtype=int64), 'image_00981.jpg': array(45, dtype=int64), 'image_00982.jpg': array(45, dtype=int64), 'image_00984.jpg': array(45, dtype=int64), 'image_00985.jpg': array(45, dtype=int64), 'image_00986.jpg': array(45, dtype=int64), 'image_00987.jpg': array(45, dtype=int64), 'image_00988.jpg': array(45, dtype=int64), 'image_00989.jpg': array(45, dtype=int64), 'image_00991.jpg': array(45, dtype=int64), 'image_00992.jpg': array(45, dtype=int64), 'image_00993.jpg': array(45, dtype=int64), 'image_00994.jpg': array(45, dtype=int64), 'image_00995.jpg': array(45, dtype=int64), 'image_00997.jpg': array(45, dtype=int64), 'image_00998.jpg': array(45, dtype=int64), 'image_01000.jpg': array(45, dtype=int64), 'image_01001.jpg': array(45, dtype=int64), 'image_01002.jpg': array(45, dtype=int64), 'image_01004.jpg': array(45, dtype=int64), 'image_01005.jpg': array(45, dtype=int64), 'image_01006.jpg': array(45, dtype=int64), 'image_01007.jpg': array(45, dtype=int64), 'image_01008.jpg': array(45, dtype=int64), 'image_01009.jpg': array(45, dtype=int64), 'image_01010.jpg': array(45, dtype=int64), 'image_01011.jpg': array(45, dtype=int64), 'image_01012.jpg': array(45, dtype=int64), 'image_01013.jpg': array(45, dtype=int64), 'image_01014.jpg': array(45, dtype=int64), 'image_01015.jpg': array(45, dtype=int64), 'image_01016.jpg': array(45, dtype=int64), 'image_01017.jpg': array(45, dtype=int64), 'image_01018.jpg': array(45, dtype=int64), 'image_01019.jpg': array(45, dtype=int64), 'image_01020.jpg': array(45, dtype=int64), 'image_01021.jpg': array(45, dtype=int64), 'image_01022.jpg': array(45, dtype=int64), 'image_01023.jpg': array(45, dtype=int64), 'image_01024.jpg': array(45, dtype=int64), 'image_01025.jpg': array(45, dtype=int64), 'image_01027.jpg': array(45, dtype=int64), 'image_01028.jpg': array(45, dtype=int64), 'image_01031.jpg': array(45, dtype=int64), 'image_01032.jpg': array(45, dtype=int64), 'image_01033.jpg': array(45, dtype=int64), 'image_01035.jpg': array(45, dtype=int64), 'image_01036.jpg': array(45, dtype=int64), 'image_01037.jpg': array(45, dtype=int64), 'image_01039.jpg': array(45, dtype=int64), 'image_01041.jpg': array(45, dtype=int64), 'image_01042.jpg': array(45, dtype=int64), 'image_01043.jpg': array(45, dtype=int64), 'image_01044.jpg': array(45, dtype=int64), 'image_01045.jpg': array(45, dtype=int64), 'image_01046.jpg': array(45, dtype=int64), 'image_01048.jpg': array(45, dtype=int64), 'image_01049.jpg': array(45, dtype=int64), 'image_01051.jpg': array(45, dtype=int64), 'image_01052.jpg': array(45, dtype=int64), 'image_01053.jpg': array(45, dtype=int64), 'image_01054.jpg': array(45, dtype=int64), 'image_01055.jpg': array(45, dtype=int64), 'image_01056.jpg': array(45, dtype=int64), 'image_01057.jpg': array(45, dtype=int64), 'image_01058.jpg': array(45, dtype=int64), 'image_01059.jpg': array(45, dtype=int64), 'image_01060.jpg': array(45, dtype=int64), 'image_01062.jpg': array(45, dtype=int64), 'image_01063.jpg': array(45, dtype=int64), 'image_01064.jpg': array(45, dtype=int64), 'image_01066.jpg': array(45, dtype=int64), 'image_01067.jpg': array(45, dtype=int64), 'image_01068.jpg': array(45, dtype=int64), 'image_01069.jpg': array(45, dtype=int64), 'image_01070.jpg': array(45, dtype=int64), 'image_01072.jpg': array(45, dtype=int64), 'image_01073.jpg': array(45, dtype=int64), 'image_01074.jpg': array(45, dtype=int64), 'image_01075.jpg': array(45, dtype=int64), 'image_01079.jpg': array(45, dtype=int64), 'image_01080.jpg': array(45, dtype=int64), 'image_01081.jpg': array(45, dtype=int64), 'image_01082.jpg': array(45, dtype=int64), 'image_01083.jpg': array(45, dtype=int64), 'image_01084.jpg': array(45, dtype=int64), 'image_01085.jpg': array(45, dtype=int64), 'image_01087.jpg': array(45, dtype=int64), 'image_01088.jpg': array(45, dtype=int64), 'image_01089.jpg': array(45, dtype=int64), 'image_01091.jpg': array(45, dtype=int64), 'image_01093.jpg': array(45, dtype=int64), 'image_01094.jpg': array(45, dtype=int64), 'image_01096.jpg': array(45, dtype=int64), 'image_01097.jpg': array(45, dtype=int64), 'image_01098.jpg': array(45, dtype=int64), 'image_01099.jpg': array(45, dtype=int64), 'image_01101.jpg': array(45, dtype=int64), 'image_01102.jpg': array(45, dtype=int64), 'image_01103.jpg': array(45, dtype=int64), 'image_01104.jpg': array(45, dtype=int64), 'image_01105.jpg': array(45, dtype=int64), 'image_01106.jpg': array(45, dtype=int64), 'image_01107.jpg': array(45, dtype=int64), 'image_01108.jpg': array(45, dtype=int64), 'image_01110.jpg': array(45, dtype=int64), 'image_01111.jpg': array(45, dtype=int64), 'image_01112.jpg': array(45, dtype=int64), 'image_01113.jpg': array(45, dtype=int64), 'image_01114.jpg': array(45, dtype=int64), 'image_01116.jpg': array(45, dtype=int64), 'image_01117.jpg': array(45, dtype=int64), 'image_01118.jpg': array(45, dtype=int64), 'image_01120.jpg': array(45, dtype=int64), 'image_01121.jpg': array(45, dtype=int64), 'image_01122.jpg': array(45, dtype=int64), 'image_01123.jpg': array(45, dtype=int64), 'image_01124.jpg': array(45, dtype=int64), 'image_01126.jpg': array(45, dtype=int64), 'image_01127.jpg': array(45, dtype=int64), 'image_01128.jpg': array(45, dtype=int64), 'image_01130.jpg': array(45, dtype=int64), 'image_01131.jpg': array(45, dtype=int64), 'image_01133.jpg': array(45, dtype=int64), 'image_01134.jpg': array(45, dtype=int64), 'image_01135.jpg': array(45, dtype=int64), 'image_01136.jpg': array(45, dtype=int64), 'image_01137.jpg': array(45, dtype=int64), 'image_01139.jpg': array(45, dtype=int64), 'image_01140.jpg': array(45, dtype=int64), 'image_01141.jpg': array(45, dtype=int64), 'image_04953.jpg': array(46, dtype=int64), 'image_04954.jpg': array(46, dtype=int64), 'image_04955.jpg': array(46, dtype=int64), 'image_04956.jpg': array(46, dtype=int64), 'image_04958.jpg': array(46, dtype=int64), 'image_04959.jpg': array(46, dtype=int64), 'image_04960.jpg': array(46, dtype=int64), 'image_04961.jpg': array(46, dtype=int64), 'image_04962.jpg': array(46, dtype=int64), 'image_04963.jpg': array(46, dtype=int64), 'image_04964.jpg': array(46, dtype=int64), 'image_04965.jpg': array(46, dtype=int64), 'image_04967.jpg': array(46, dtype=int64), 'image_04968.jpg': array(46, dtype=int64), 'image_04969.jpg': array(46, dtype=int64), 'image_04970.jpg': array(46, dtype=int64), 'image_04971.jpg': array(46, dtype=int64), 'image_04972.jpg': array(46, dtype=int64), 'image_04973.jpg': array(46, dtype=int64), 'image_04974.jpg': array(46, dtype=int64), 'image_04975.jpg': array(46, dtype=int64), 'image_04976.jpg': array(46, dtype=int64), 'image_04977.jpg': array(46, dtype=int64), 'image_04978.jpg': array(46, dtype=int64), 'image_04979.jpg': array(46, dtype=int64), 'image_04980.jpg': array(46, dtype=int64), 'image_04981.jpg': array(46, dtype=int64), 'image_04982.jpg': array(46, dtype=int64), 'image_04983.jpg': array(46, dtype=int64), 'image_04984.jpg': array(46, dtype=int64), 'image_04985.jpg': array(46, dtype=int64), 'image_04986.jpg': array(46, dtype=int64), 'image_04987.jpg': array(46, dtype=int64), 'image_04988.jpg': array(46, dtype=int64), 'image_04990.jpg': array(46, dtype=int64), 'image_04991.jpg': array(46, dtype=int64), 'image_04992.jpg': array(46, dtype=int64), 'image_04994.jpg': array(46, dtype=int64), 'image_04995.jpg': array(46, dtype=int64), 'image_04996.jpg': array(46, dtype=int64), 'image_04997.jpg': array(46, dtype=int64), 'image_04998.jpg': array(46, dtype=int64), 'image_04999.jpg': array(46, dtype=int64), 'image_05000.jpg': array(46, dtype=int64), 'image_05001.jpg': array(46, dtype=int64), 'image_05002.jpg': array(46, dtype=int64), 'image_05003.jpg': array(46, dtype=int64), 'image_05004.jpg': array(46, dtype=int64), 'image_05005.jpg': array(46, dtype=int64), 'image_05006.jpg': array(46, dtype=int64), 'image_05008.jpg': array(46, dtype=int64), 'image_05009.jpg': array(46, dtype=int64), 'image_05010.jpg': array(46, dtype=int64), 'image_05011.jpg': array(46, dtype=int64), 'image_05012.jpg': array(46, dtype=int64), 'image_05014.jpg': array(46, dtype=int64), 'image_05015.jpg': array(46, dtype=int64), 'image_05016.jpg': array(46, dtype=int64), 'image_05017.jpg': array(46, dtype=int64), 'image_05018.jpg': array(46, dtype=int64), 'image_05019.jpg': array(46, dtype=int64), 'image_04625.jpg': array(47, dtype=int64), 'image_04626.jpg': array(47, dtype=int64), 'image_04628.jpg': array(47, dtype=int64), 'image_04629.jpg': array(47, dtype=int64), 'image_04630.jpg': array(47, dtype=int64), 'image_04631.jpg': array(47, dtype=int64), 'image_04632.jpg': array(47, dtype=int64), 'image_04633.jpg': array(47, dtype=int64), 'image_04634.jpg': array(47, dtype=int64), 'image_04635.jpg': array(47, dtype=int64), 'image_04636.jpg': array(47, dtype=int64), 'image_04637.jpg': array(47, dtype=int64), 'image_04638.jpg': array(47, dtype=int64), 'image_04639.jpg': array(47, dtype=int64), 'image_04640.jpg': array(47, dtype=int64), 'image_04642.jpg': array(47, dtype=int64), 'image_04643.jpg': array(47, dtype=int64), 'image_04644.jpg': array(47, dtype=int64), 'image_04645.jpg': array(47, dtype=int64), 'image_04646.jpg': array(47, dtype=int64), 'image_04647.jpg': array(47, dtype=int64), 'image_04648.jpg': array(47, dtype=int64), 'image_04649.jpg': array(47, dtype=int64), 'image_04650.jpg': array(47, dtype=int64), 'image_04651.jpg': array(47, dtype=int64), 'image_04653.jpg': array(47, dtype=int64), 'image_04654.jpg': array(47, dtype=int64), 'image_04655.jpg': array(47, dtype=int64), 'image_04656.jpg': array(47, dtype=int64), 'image_04657.jpg': array(47, dtype=int64), 'image_04658.jpg': array(47, dtype=int64), 'image_04659.jpg': array(47, dtype=int64), 'image_04660.jpg': array(47, dtype=int64), 'image_04661.jpg': array(47, dtype=int64), 'image_04662.jpg': array(47, dtype=int64), 'image_04664.jpg': array(47, dtype=int64), 'image_04666.jpg': array(47, dtype=int64), 'image_04668.jpg': array(47, dtype=int64), 'image_04669.jpg': array(47, dtype=int64), 'image_04670.jpg': array(47, dtype=int64), 'image_04672.jpg': array(47, dtype=int64), 'image_04673.jpg': array(47, dtype=int64), 'image_04674.jpg': array(47, dtype=int64), 'image_04675.jpg': array(47, dtype=int64), 'image_04676.jpg': array(47, dtype=int64), 'image_04677.jpg': array(47, dtype=int64), 'image_04679.jpg': array(47, dtype=int64), 'image_04680.jpg': array(47, dtype=int64), 'image_04681.jpg': array(47, dtype=int64), 'image_04682.jpg': array(47, dtype=int64), 'image_04683.jpg': array(47, dtype=int64), 'image_04685.jpg': array(47, dtype=int64), 'image_04686.jpg': array(47, dtype=int64), 'image_04689.jpg': array(47, dtype=int64), 'image_04692.jpg': array(47, dtype=int64), 'image_04694.jpg': array(47, dtype=int64), 'image_04695.jpg': array(47, dtype=int64), 'image_06198.jpg': array(48, dtype=int64), 'image_06199.jpg': array(48, dtype=int64), 'image_06200.jpg': array(48, dtype=int64), 'image_06201.jpg': array(48, dtype=int64), 'image_06203.jpg': array(48, dtype=int64), 'image_06204.jpg': array(48, dtype=int64), 'image_06205.jpg': array(48, dtype=int64), 'image_06206.jpg': array(48, dtype=int64), 'image_06207.jpg': array(48, dtype=int64), 'image_06208.jpg': array(48, dtype=int64), 'image_06211.jpg': array(48, dtype=int64), 'image_06212.jpg': array(48, dtype=int64), 'image_06214.jpg': array(48, dtype=int64), 'image_06217.jpg': array(48, dtype=int64), 'image_06218.jpg': array(48, dtype=int64), 'image_06219.jpg': array(48, dtype=int64), 'image_06220.jpg': array(48, dtype=int64), 'image_06221.jpg': array(48, dtype=int64), 'image_06223.jpg': array(48, dtype=int64), 'image_06224.jpg': array(48, dtype=int64), 'image_06225.jpg': array(48, dtype=int64), 'image_06226.jpg': array(48, dtype=int64), 'image_06227.jpg': array(48, dtype=int64), 'image_06229.jpg': array(48, dtype=int64), 'image_06231.jpg': array(48, dtype=int64), 'image_06232.jpg': array(48, dtype=int64), 'image_06233.jpg': array(48, dtype=int64), 'image_06234.jpg': array(48, dtype=int64), 'image_06236.jpg': array(48, dtype=int64), 'image_06237.jpg': array(48, dtype=int64), 'image_06238.jpg': array(48, dtype=int64), 'image_06239.jpg': array(48, dtype=int64), 'image_06241.jpg': array(48, dtype=int64), 'image_06242.jpg': array(48, dtype=int64), 'image_06243.jpg': array(48, dtype=int64), 'image_06244.jpg': array(48, dtype=int64), 'image_06245.jpg': array(48, dtype=int64), 'image_06246.jpg': array(48, dtype=int64), 'image_05147.jpg': array(4, dtype=int64), 'image_05148.jpg': array(4, dtype=int64), 'image_05149.jpg': array(4, dtype=int64), 'image_05150.jpg': array(4, dtype=int64), 'image_05151.jpg': array(4, dtype=int64), 'image_05152.jpg': array(4, dtype=int64), 'image_05153.jpg': array(4, dtype=int64), 'image_05154.jpg': array(4, dtype=int64), 'image_05155.jpg': array(4, dtype=int64), 'image_05156.jpg': array(4, dtype=int64), 'image_05157.jpg': array(4, dtype=int64), 'image_05158.jpg': array(4, dtype=int64), 'image_05160.jpg': array(4, dtype=int64), 'image_05161.jpg': array(4, dtype=int64), 'image_05162.jpg': array(4, dtype=int64), 'image_05163.jpg': array(4, dtype=int64), 'image_05165.jpg': array(4, dtype=int64), 'image_05167.jpg': array(4, dtype=int64), 'image_05170.jpg': array(4, dtype=int64), 'image_05171.jpg': array(4, dtype=int64), 'image_05172.jpg': array(4, dtype=int64), 'image_05173.jpg': array(4, dtype=int64), 'image_05174.jpg': array(4, dtype=int64), 'image_05175.jpg': array(4, dtype=int64), 'image_05176.jpg': array(4, dtype=int64), 'image_05177.jpg': array(4, dtype=int64), 'image_05178.jpg': array(4, dtype=int64), 'image_05179.jpg': array(4, dtype=int64), 'image_05180.jpg': array(4, dtype=int64), 'image_05181.jpg': array(4, dtype=int64), 'image_05182.jpg': array(4, dtype=int64), 'image_05183.jpg': array(4, dtype=int64), 'image_05184.jpg': array(4, dtype=int64), 'image_05185.jpg': array(4, dtype=int64), 'image_05187.jpg': array(4, dtype=int64), 'image_05189.jpg': array(4, dtype=int64), 'image_05190.jpg': array(4, dtype=int64), 'image_05191.jpg': array(4, dtype=int64), 'image_05193.jpg': array(4, dtype=int64), 'image_05194.jpg': array(4, dtype=int64), 'image_05195.jpg': array(4, dtype=int64), 'image_05197.jpg': array(4, dtype=int64), 'image_05198.jpg': array(4, dtype=int64), 'image_05200.jpg': array(4, dtype=int64), 'image_05201.jpg': array(4, dtype=int64), 'image_05202.jpg': array(4, dtype=int64), 'image_05203.jpg': array(4, dtype=int64), 'image_05204.jpg': array(4, dtype=int64), 'image_05205.jpg': array(4, dtype=int64), 'image_05206.jpg': array(4, dtype=int64), 'image_05207.jpg': array(4, dtype=int64), 'image_05208.jpg': array(4, dtype=int64), 'image_05210.jpg': array(4, dtype=int64), 'image_05211.jpg': array(4, dtype=int64), 'image_06298.jpg': array(49, dtype=int64), 'image_06299.jpg': array(49, dtype=int64), 'image_06300.jpg': array(49, dtype=int64), 'image_06301.jpg': array(49, dtype=int64), 'image_06302.jpg': array(49, dtype=int64), 'image_06303.jpg': array(49, dtype=int64), 'image_06304.jpg': array(49, dtype=int64), 'image_06306.jpg': array(49, dtype=int64), 'image_06307.jpg': array(49, dtype=int64), 'image_06308.jpg': array(49, dtype=int64), 'image_06309.jpg': array(49, dtype=int64), 'image_06310.jpg': array(49, dtype=int64), 'image_06312.jpg': array(49, dtype=int64), 'image_06313.jpg': array(49, dtype=int64), 'image_06314.jpg': array(49, dtype=int64), 'image_06315.jpg': array(49, dtype=int64), 'image_06316.jpg': array(49, dtype=int64), 'image_06317.jpg': array(49, dtype=int64), 'image_06322.jpg': array(49, dtype=int64), 'image_06323.jpg': array(49, dtype=int64), 'image_06325.jpg': array(49, dtype=int64), 'image_06326.jpg': array(49, dtype=int64), 'image_06327.jpg': array(49, dtype=int64), 'image_06328.jpg': array(49, dtype=int64), 'image_06329.jpg': array(49, dtype=int64), 'image_06330.jpg': array(49, dtype=int64), 'image_06332.jpg': array(49, dtype=int64), 'image_06333.jpg': array(49, dtype=int64), 'image_06334.jpg': array(49, dtype=int64), 'image_06335.jpg': array(49, dtype=int64), 'image_06336.jpg': array(49, dtype=int64), 'image_06337.jpg': array(49, dtype=int64), 'image_06338.jpg': array(49, dtype=int64), 'image_06339.jpg': array(49, dtype=int64), 'image_06340.jpg': array(49, dtype=int64), 'image_06341.jpg': array(49, dtype=int64), 'image_06342.jpg': array(49, dtype=int64), 'image_06343.jpg': array(49, dtype=int64), 'image_06344.jpg': array(49, dtype=int64), 'image_06345.jpg': array(49, dtype=int64), 'image_06529.jpg': array(49, dtype=int64), 'image_06530.jpg': array(49, dtype=int64), 'image_06531.jpg': array(49, dtype=int64), 'image_06532.jpg': array(49, dtype=int64), 'image_06533.jpg': array(49, dtype=int64), 'image_06535.jpg': array(49, dtype=int64), 'image_06536.jpg': array(49, dtype=int64), 'image_06537.jpg': array(49, dtype=int64), 'image_06538.jpg': array(49, dtype=int64), 'image_06539.jpg': array(49, dtype=int64), 'image_06540.jpg': array(49, dtype=int64), 'image_06542.jpg': array(49, dtype=int64), 'image_06543.jpg': array(49, dtype=int64), 'image_06545.jpg': array(49, dtype=int64), 'image_06548.jpg': array(49, dtype=int64), 'image_06549.jpg': array(49, dtype=int64), 'image_06551.jpg': array(49, dtype=int64), 'image_06553.jpg': array(49, dtype=int64), 'image_06554.jpg': array(49, dtype=int64), 'image_06555.jpg': array(49, dtype=int64), 'image_06556.jpg': array(49, dtype=int64), 'image_06557.jpg': array(49, dtype=int64), 'image_06559.jpg': array(49, dtype=int64), 'image_06560.jpg': array(49, dtype=int64), 'image_06561.jpg': array(49, dtype=int64), 'image_06563.jpg': array(49, dtype=int64), 'image_06564.jpg': array(49, dtype=int64), 'image_06565.jpg': array(49, dtype=int64), 'image_06566.jpg': array(49, dtype=int64), 'image_06567.jpg': array(49, dtype=int64), 'image_06568.jpg': array(49, dtype=int64), 'image_06569.jpg': array(49, dtype=int64), 'image_06570.jpg': array(49, dtype=int64), 'image_01317.jpg': array(50, dtype=int64), 'image_01318.jpg': array(50, dtype=int64), 'image_01319.jpg': array(50, dtype=int64), 'image_01320.jpg': array(50, dtype=int64), 'image_01321.jpg': array(50, dtype=int64), 'image_01323.jpg': array(50, dtype=int64), 'image_01324.jpg': array(50, dtype=int64), 'image_01325.jpg': array(50, dtype=int64), 'image_01327.jpg': array(50, dtype=int64), 'image_01329.jpg': array(50, dtype=int64), 'image_01330.jpg': array(50, dtype=int64), 'image_01331.jpg': array(50, dtype=int64), 'image_01332.jpg': array(50, dtype=int64), 'image_01333.jpg': array(50, dtype=int64), 'image_01334.jpg': array(50, dtype=int64), 'image_01336.jpg': array(50, dtype=int64), 'image_01337.jpg': array(50, dtype=int64), 'image_01338.jpg': array(50, dtype=int64), 'image_01339.jpg': array(50, dtype=int64), 'image_01341.jpg': array(50, dtype=int64), 'image_01342.jpg': array(50, dtype=int64), 'image_01343.jpg': array(50, dtype=int64), 'image_01344.jpg': array(50, dtype=int64), 'image_01345.jpg': array(50, dtype=int64), 'image_01347.jpg': array(50, dtype=int64), 'image_01348.jpg': array(50, dtype=int64), 'image_01349.jpg': array(50, dtype=int64), 'image_01350.jpg': array(50, dtype=int64), 'image_01351.jpg': array(50, dtype=int64), 'image_01353.jpg': array(50, dtype=int64), 'image_01355.jpg': array(50, dtype=int64), 'image_01356.jpg': array(50, dtype=int64), 'image_01357.jpg': array(50, dtype=int64), 'image_01358.jpg': array(50, dtype=int64), 'image_01359.jpg': array(50, dtype=int64), 'image_01360.jpg': array(50, dtype=int64), 'image_01361.jpg': array(50, dtype=int64), 'image_01364.jpg': array(50, dtype=int64), 'image_01365.jpg': array(50, dtype=int64), 'image_01366.jpg': array(50, dtype=int64), 'image_01367.jpg': array(50, dtype=int64), 'image_01368.jpg': array(50, dtype=int64), 'image_01369.jpg': array(50, dtype=int64), 'image_01371.jpg': array(50, dtype=int64), 'image_01372.jpg': array(50, dtype=int64), 'image_01373.jpg': array(50, dtype=int64), 'image_01374.jpg': array(50, dtype=int64), 'image_01375.jpg': array(50, dtype=int64), 'image_01376.jpg': array(50, dtype=int64), 'image_01377.jpg': array(50, dtype=int64), 'image_01378.jpg': array(50, dtype=int64), 'image_01379.jpg': array(50, dtype=int64), 'image_01380.jpg': array(50, dtype=int64), 'image_01381.jpg': array(50, dtype=int64), 'image_01382.jpg': array(50, dtype=int64), 'image_01383.jpg': array(50, dtype=int64), 'image_01384.jpg': array(50, dtype=int64), 'image_01385.jpg': array(50, dtype=int64), 'image_01386.jpg': array(50, dtype=int64), 'image_01387.jpg': array(50, dtype=int64), 'image_01390.jpg': array(50, dtype=int64), 'image_01392.jpg': array(50, dtype=int64), 'image_01393.jpg': array(50, dtype=int64), 'image_01394.jpg': array(50, dtype=int64), 'image_01395.jpg': array(50, dtype=int64), 'image_01396.jpg': array(50, dtype=int64), 'image_01397.jpg': array(50, dtype=int64), 'image_01398.jpg': array(50, dtype=int64), 'image_01399.jpg': array(50, dtype=int64), 'image_01400.jpg': array(50, dtype=int64), 'image_01401.jpg': array(50, dtype=int64), 'image_01402.jpg': array(50, dtype=int64), 'image_01403.jpg': array(50, dtype=int64), 'image_01404.jpg': array(50, dtype=int64), 'image_01405.jpg': array(50, dtype=int64), 'image_01408.jpg': array(50, dtype=int64), 'image_01409.jpg': array(50, dtype=int64), 'image_01410.jpg': array(50, dtype=int64), 'image_01411.jpg': array(50, dtype=int64), 'image_01412.jpg': array(50, dtype=int64), 'image_01413.jpg': array(50, dtype=int64), 'image_01415.jpg': array(50, dtype=int64), 'image_01416.jpg': array(50, dtype=int64), 'image_01417.jpg': array(50, dtype=int64), 'image_01418.jpg': array(50, dtype=int64), 'image_01420.jpg': array(50, dtype=int64), 'image_01421.jpg': array(50, dtype=int64), 'image_01422.jpg': array(50, dtype=int64), 'image_01423.jpg': array(50, dtype=int64), 'image_01424.jpg': array(50, dtype=int64), 'image_01426.jpg': array(50, dtype=int64), 'image_01427.jpg': array(50, dtype=int64), 'image_01428.jpg': array(50, dtype=int64), 'image_01429.jpg': array(50, dtype=int64), 'image_01430.jpg': array(50, dtype=int64), 'image_01431.jpg': array(50, dtype=int64), 'image_01432.jpg': array(50, dtype=int64), 'image_01433.jpg': array(50, dtype=int64), 'image_01434.jpg': array(50, dtype=int64), 'image_01435.jpg': array(50, dtype=int64), 'image_01436.jpg': array(50, dtype=int64), 'image_01437.jpg': array(50, dtype=int64), 'image_01438.jpg': array(50, dtype=int64), 'image_01440.jpg': array(50, dtype=int64), 'image_01441.jpg': array(50, dtype=int64), 'image_01442.jpg': array(50, dtype=int64), 'image_01443.jpg': array(50, dtype=int64), 'image_01444.jpg': array(50, dtype=int64), 'image_01445.jpg': array(50, dtype=int64), 'image_01446.jpg': array(50, dtype=int64), 'image_01447.jpg': array(50, dtype=int64), 'image_01448.jpg': array(50, dtype=int64), 'image_01449.jpg': array(50, dtype=int64), 'image_01450.jpg': array(50, dtype=int64), 'image_01451.jpg': array(50, dtype=int64), 'image_01452.jpg': array(50, dtype=int64), 'image_01453.jpg': array(50, dtype=int64), 'image_01454.jpg': array(50, dtype=int64), 'image_01455.jpg': array(50, dtype=int64), 'image_01456.jpg': array(50, dtype=int64), 'image_01458.jpg': array(50, dtype=int64), 'image_01460.jpg': array(50, dtype=int64), 'image_01461.jpg': array(50, dtype=int64), 'image_01462.jpg': array(50, dtype=int64), 'image_01463.jpg': array(50, dtype=int64), 'image_01464.jpg': array(50, dtype=int64), 'image_01465.jpg': array(50, dtype=int64), 'image_01466.jpg': array(50, dtype=int64), 'image_01467.jpg': array(50, dtype=int64), 'image_01470.jpg': array(50, dtype=int64), 'image_01471.jpg': array(50, dtype=int64), 'image_01472.jpg': array(50, dtype=int64), 'image_01475.jpg': array(50, dtype=int64), 'image_01476.jpg': array(50, dtype=int64), 'image_01477.jpg': array(50, dtype=int64), 'image_01478.jpg': array(50, dtype=int64), 'image_01479.jpg': array(50, dtype=int64), 'image_01480.jpg': array(50, dtype=int64), 'image_01481.jpg': array(50, dtype=int64), 'image_01482.jpg': array(50, dtype=int64), 'image_01483.jpg': array(50, dtype=int64), 'image_01484.jpg': array(50, dtype=int64), 'image_01485.jpg': array(50, dtype=int64), 'image_01486.jpg': array(50, dtype=int64), 'image_01487.jpg': array(50, dtype=int64), 'image_01488.jpg': array(50, dtype=int64), 'image_01489.jpg': array(50, dtype=int64), 'image_01490.jpg': array(50, dtype=int64), 'image_03913.jpg': array(50, dtype=int64), 'image_03914.jpg': array(50, dtype=int64), 'image_03915.jpg': array(50, dtype=int64), 'image_03918.jpg': array(50, dtype=int64), 'image_03919.jpg': array(50, dtype=int64), 'image_03920.jpg': array(50, dtype=int64), 'image_03921.jpg': array(50, dtype=int64), 'image_03922.jpg': array(50, dtype=int64), 'image_03923.jpg': array(50, dtype=int64), 'image_03924.jpg': array(50, dtype=int64), 'image_03925.jpg': array(50, dtype=int64), 'image_03928.jpg': array(50, dtype=int64), 'image_03929.jpg': array(50, dtype=int64), 'image_03930.jpg': array(50, dtype=int64), 'image_03931.jpg': array(50, dtype=int64), 'image_03932.jpg': array(50, dtype=int64), 'image_03934.jpg': array(50, dtype=int64), 'image_03935.jpg': array(50, dtype=int64), 'image_03936.jpg': array(50, dtype=int64), 'image_03940.jpg': array(50, dtype=int64), 'image_03941.jpg': array(50, dtype=int64), 'image_03942.jpg': array(50, dtype=int64), 'image_03944.jpg': array(50, dtype=int64), 'image_03945.jpg': array(50, dtype=int64), 'image_03947.jpg': array(50, dtype=int64), 'image_03948.jpg': array(50, dtype=int64), 'image_03949.jpg': array(50, dtype=int64), 'image_03950.jpg': array(50, dtype=int64), 'image_03952.jpg': array(50, dtype=int64), 'image_03953.jpg': array(50, dtype=int64), 'image_03955.jpg': array(50, dtype=int64), 'image_03956.jpg': array(50, dtype=int64), 'image_03957.jpg': array(50, dtype=int64), 'image_03958.jpg': array(50, dtype=int64), 'image_03959.jpg': array(50, dtype=int64), 'image_03962.jpg': array(50, dtype=int64), 'image_03963.jpg': array(50, dtype=int64), 'image_03964.jpg': array(50, dtype=int64), 'image_03965.jpg': array(50, dtype=int64), 'image_03966.jpg': array(50, dtype=int64), 'image_03967.jpg': array(50, dtype=int64), 'image_03969.jpg': array(50, dtype=int64), 'image_03970.jpg': array(50, dtype=int64), 'image_03971.jpg': array(50, dtype=int64), 'image_03972.jpg': array(50, dtype=int64), 'image_03976.jpg': array(50, dtype=int64), 'image_03977.jpg': array(50, dtype=int64), 'image_03978.jpg': array(50, dtype=int64), 'image_03979.jpg': array(50, dtype=int64), 'image_03981.jpg': array(50, dtype=int64), 'image_03982.jpg': array(50, dtype=int64), 'image_03983.jpg': array(50, dtype=int64), 'image_03987.jpg': array(50, dtype=int64), 'image_03988.jpg': array(50, dtype=int64), 'image_03990.jpg': array(50, dtype=int64), 'image_03991.jpg': array(50, dtype=int64), 'image_03992.jpg': array(50, dtype=int64), 'image_03993.jpg': array(50, dtype=int64), 'image_04159.jpg': array(51, dtype=int64), 'image_04161.jpg': array(51, dtype=int64), 'image_04162.jpg': array(51, dtype=int64), 'image_04164.jpg': array(51, dtype=int64), 'image_04165.jpg': array(51, dtype=int64), 'image_04166.jpg': array(51, dtype=int64), 'image_04170.jpg': array(51, dtype=int64), 'image_04171.jpg': array(51, dtype=int64), 'image_04174.jpg': array(51, dtype=int64), 'image_04175.jpg': array(51, dtype=int64), 'image_04176.jpg': array(51, dtype=int64), 'image_04177.jpg': array(51, dtype=int64), 'image_04178.jpg': array(51, dtype=int64), 'image_04179.jpg': array(51, dtype=int64), 'image_04180.jpg': array(51, dtype=int64), 'image_04183.jpg': array(51, dtype=int64), 'image_04184.jpg': array(51, dtype=int64), 'image_04185.jpg': array(51, dtype=int64), 'image_04186.jpg': array(51, dtype=int64), 'image_04187.jpg': array(51, dtype=int64), 'image_04188.jpg': array(51, dtype=int64), 'image_04189.jpg': array(51, dtype=int64), 'image_04190.jpg': array(51, dtype=int64), 'image_04192.jpg': array(51, dtype=int64), 'image_04193.jpg': array(51, dtype=int64), 'image_04194.jpg': array(51, dtype=int64), 'image_04195.jpg': array(51, dtype=int64), 'image_04196.jpg': array(51, dtype=int64), 'image_04197.jpg': array(51, dtype=int64), 'image_04198.jpg': array(51, dtype=int64), 'image_04199.jpg': array(51, dtype=int64), 'image_04201.jpg': array(51, dtype=int64), 'image_04202.jpg': array(51, dtype=int64), 'image_04203.jpg': array(51, dtype=int64), 'image_04204.jpg': array(51, dtype=int64), 'image_04205.jpg': array(51, dtype=int64), 'image_04206.jpg': array(51, dtype=int64), 'image_04208.jpg': array(51, dtype=int64), 'image_04209.jpg': array(51, dtype=int64), 'image_04210.jpg': array(51, dtype=int64), 'image_04211.jpg': array(51, dtype=int64), 'image_04212.jpg': array(51, dtype=int64), 'image_04213.jpg': array(51, dtype=int64), 'image_04214.jpg': array(51, dtype=int64), 'image_04216.jpg': array(51, dtype=int64), 'image_04217.jpg': array(51, dtype=int64), 'image_04218.jpg': array(51, dtype=int64), 'image_04219.jpg': array(51, dtype=int64), 'image_04220.jpg': array(51, dtype=int64), 'image_04222.jpg': array(51, dtype=int64), 'image_04223.jpg': array(51, dtype=int64), 'image_04224.jpg': array(51, dtype=int64), 'image_04226.jpg': array(51, dtype=int64), 'image_04227.jpg': array(51, dtype=int64), 'image_04228.jpg': array(51, dtype=int64), 'image_04229.jpg': array(51, dtype=int64), 'image_04230.jpg': array(51, dtype=int64), 'image_04231.jpg': array(51, dtype=int64), 'image_04232.jpg': array(51, dtype=int64), 'image_04233.jpg': array(51, dtype=int64), 'image_04234.jpg': array(51, dtype=int64), 'image_04236.jpg': array(51, dtype=int64), 'image_04237.jpg': array(51, dtype=int64), 'image_04239.jpg': array(51, dtype=int64), 'image_04241.jpg': array(51, dtype=int64), 'image_04242.jpg': array(51, dtype=int64), 'image_04243.jpg': array(51, dtype=int64), 'image_03641.jpg': array(52, dtype=int64), 'image_03642.jpg': array(52, dtype=int64), 'image_03643.jpg': array(52, dtype=int64), 'image_03644.jpg': array(52, dtype=int64), 'image_03646.jpg': array(52, dtype=int64), 'image_03647.jpg': array(52, dtype=int64), 'image_03648.jpg': array(52, dtype=int64), 'image_03650.jpg': array(52, dtype=int64), 'image_03651.jpg': array(52, dtype=int64), 'image_03657.jpg': array(52, dtype=int64), 'image_03658.jpg': array(52, dtype=int64), 'image_03659.jpg': array(52, dtype=int64), 'image_03660.jpg': array(52, dtype=int64), 'image_03661.jpg': array(52, dtype=int64), 'image_03663.jpg': array(52, dtype=int64), 'image_03664.jpg': array(52, dtype=int64), 'image_03665.jpg': array(52, dtype=int64), 'image_03666.jpg': array(52, dtype=int64), 'image_03671.jpg': array(52, dtype=int64), 'image_03673.jpg': array(52, dtype=int64), 'image_03674.jpg': array(52, dtype=int64), 'image_03675.jpg': array(52, dtype=int64), 'image_03676.jpg': array(52, dtype=int64), 'image_03678.jpg': array(52, dtype=int64), 'image_03679.jpg': array(52, dtype=int64), 'image_03680.jpg': array(52, dtype=int64), 'image_03681.jpg': array(52, dtype=int64), 'image_03682.jpg': array(52, dtype=int64), 'image_03683.jpg': array(52, dtype=int64), 'image_03684.jpg': array(52, dtype=int64), 'image_03685.jpg': array(52, dtype=int64), 'image_03686.jpg': array(52, dtype=int64), 'image_03687.jpg': array(52, dtype=int64), 'image_03688.jpg': array(52, dtype=int64), 'image_03690.jpg': array(52, dtype=int64), 'image_03691.jpg': array(52, dtype=int64), 'image_03692.jpg': array(52, dtype=int64), 'image_03694.jpg': array(52, dtype=int64), 'image_03695.jpg': array(52, dtype=int64), 'image_03696.jpg': array(52, dtype=int64), 'image_03697.jpg': array(52, dtype=int64), 'image_03698.jpg': array(52, dtype=int64), 'image_03699.jpg': array(52, dtype=int64), 'image_03700.jpg': array(52, dtype=int64), 'image_03701.jpg': array(52, dtype=int64), 'image_03703.jpg': array(52, dtype=int64), 'image_03704.jpg': array(52, dtype=int64), 'image_03705.jpg': array(52, dtype=int64), 'image_03706.jpg': array(52, dtype=int64), 'image_03707.jpg': array(52, dtype=int64), 'image_03708.jpg': array(52, dtype=int64), 'image_03709.jpg': array(52, dtype=int64), 'image_03710.jpg': array(52, dtype=int64), 'image_03711.jpg': array(52, dtype=int64), 'image_03713.jpg': array(52, dtype=int64), 'image_03715.jpg': array(52, dtype=int64), 'image_03716.jpg': array(52, dtype=int64), 'image_03719.jpg': array(52, dtype=int64), 'image_03720.jpg': array(52, dtype=int64), 'image_03721.jpg': array(52, dtype=int64), 'image_03722.jpg': array(52, dtype=int64), 'image_03723.jpg': array(52, dtype=int64), 'image_03725.jpg': array(52, dtype=int64), 'image_03726.jpg': array(52, dtype=int64), 'image_03727.jpg': array(52, dtype=int64), 'image_03728.jpg': array(52, dtype=int64), 'image_03729.jpg': array(52, dtype=int64), 'image_03730.jpg': array(52, dtype=int64), 'image_03731.jpg': array(52, dtype=int64), 'image_03732.jpg': array(52, dtype=int64), 'image_05399.jpg': array(53, dtype=int64), 'image_05400.jpg': array(53, dtype=int64), 'image_05401.jpg': array(53, dtype=int64), 'image_05403.jpg': array(53, dtype=int64), 'image_05404.jpg': array(53, dtype=int64), 'image_05405.jpg': array(53, dtype=int64), 'image_05407.jpg': array(53, dtype=int64), 'image_05408.jpg': array(53, dtype=int64), 'image_05409.jpg': array(53, dtype=int64), 'image_05410.jpg': array(53, dtype=int64), 'image_05412.jpg': array(53, dtype=int64), 'image_05414.jpg': array(53, dtype=int64), 'image_05416.jpg': array(53, dtype=int64), 'image_05418.jpg': array(53, dtype=int64), 'image_05419.jpg': array(53, dtype=int64), 'image_05420.jpg': array(53, dtype=int64), 'image_05421.jpg': array(53, dtype=int64), 'image_05422.jpg': array(53, dtype=int64), 'image_05423.jpg': array(53, dtype=int64), 'image_05424.jpg': array(53, dtype=int64), 'image_05427.jpg': array(53, dtype=int64), 'image_05428.jpg': array(53, dtype=int64), 'image_05429.jpg': array(53, dtype=int64), 'image_05431.jpg': array(53, dtype=int64), 'image_05432.jpg': array(53, dtype=int64), 'image_05433.jpg': array(53, dtype=int64), 'image_05434.jpg': array(53, dtype=int64), 'image_05435.jpg': array(53, dtype=int64), 'image_05436.jpg': array(53, dtype=int64), 'image_05437.jpg': array(53, dtype=int64), 'image_05438.jpg': array(53, dtype=int64), 'image_05439.jpg': array(53, dtype=int64), 'image_05441.jpg': array(53, dtype=int64), 'image_05442.jpg': array(53, dtype=int64), 'image_05443.jpg': array(53, dtype=int64), 'image_05444.jpg': array(53, dtype=int64), 'image_05445.jpg': array(53, dtype=int64), 'image_05446.jpg': array(53, dtype=int64), 'image_05447.jpg': array(53, dtype=int64), 'image_05448.jpg': array(53, dtype=int64), 'image_05450.jpg': array(53, dtype=int64), 'image_05454.jpg': array(53, dtype=int64), 'image_05455.jpg': array(53, dtype=int64), 'image_05456.jpg': array(53, dtype=int64), 'image_05457.jpg': array(53, dtype=int64), 'image_05458.jpg': array(53, dtype=int64), 'image_05459.jpg': array(53, dtype=int64), 'image_04697.jpg': array(54, dtype=int64), 'image_04698.jpg': array(54, dtype=int64), 'image_04699.jpg': array(54, dtype=int64), 'image_04700.jpg': array(54, dtype=int64), 'image_04703.jpg': array(54, dtype=int64), 'image_04704.jpg': array(54, dtype=int64), 'image_04705.jpg': array(54, dtype=int64), 'image_04706.jpg': array(54, dtype=int64), 'image_04708.jpg': array(54, dtype=int64), 'image_04709.jpg': array(54, dtype=int64), 'image_04710.jpg': array(54, dtype=int64), 'image_04711.jpg': array(54, dtype=int64), 'image_04712.jpg': array(54, dtype=int64), 'image_04713.jpg': array(54, dtype=int64), 'image_04714.jpg': array(54, dtype=int64), 'image_04715.jpg': array(54, dtype=int64), 'image_04716.jpg': array(54, dtype=int64), 'image_04717.jpg': array(54, dtype=int64), 'image_04718.jpg': array(54, dtype=int64), 'image_04719.jpg': array(54, dtype=int64), 'image_04721.jpg': array(54, dtype=int64), 'image_04723.jpg': array(54, dtype=int64), 'image_04724.jpg': array(54, dtype=int64), 'image_04725.jpg': array(54, dtype=int64), 'image_04726.jpg': array(54, dtype=int64), 'image_04727.jpg': array(54, dtype=int64), 'image_04728.jpg': array(54, dtype=int64), 'image_04729.jpg': array(54, dtype=int64), 'image_04730.jpg': array(54, dtype=int64), 'image_04732.jpg': array(54, dtype=int64), 'image_04735.jpg': array(54, dtype=int64), 'image_04736.jpg': array(54, dtype=int64), 'image_04737.jpg': array(54, dtype=int64), 'image_04738.jpg': array(54, dtype=int64), 'image_04741.jpg': array(54, dtype=int64), 'image_04743.jpg': array(54, dtype=int64), 'image_04744.jpg': array(54, dtype=int64), 'image_04745.jpg': array(54, dtype=int64), 'image_04746.jpg': array(54, dtype=int64), 'image_04748.jpg': array(54, dtype=int64), 'image_04749.jpg': array(54, dtype=int64), 'image_04750.jpg': array(54, dtype=int64), 'image_04751.jpg': array(54, dtype=int64), 'image_04752.jpg': array(54, dtype=int64), 'image_04754.jpg': array(54, dtype=int64), 'image_04755.jpg': array(54, dtype=int64), 'image_04756.jpg': array(54, dtype=int64), 'image_04757.jpg': array(54, dtype=int64), 'image_04758.jpg': array(54, dtype=int64), 'image_04759.jpg': array(54, dtype=int64), 'image_04761.jpg': array(54, dtype=int64), 'image_04762.jpg': array(54, dtype=int64), 'image_04763.jpg': array(54, dtype=int64), 'image_04764.jpg': array(54, dtype=int64), 'image_04765.jpg': array(54, dtype=int64), 'image_04766.jpg': array(54, dtype=int64), 'image_02753.jpg': array(55, dtype=int64), 'image_02754.jpg': array(55, dtype=int64), 'image_02755.jpg': array(55, dtype=int64), 'image_02756.jpg': array(55, dtype=int64), 'image_02757.jpg': array(55, dtype=int64), 'image_02758.jpg': array(55, dtype=int64), 'image_02759.jpg': array(55, dtype=int64), 'image_02760.jpg': array(55, dtype=int64), 'image_02761.jpg': array(55, dtype=int64), 'image_02762.jpg': array(55, dtype=int64), 'image_02763.jpg': array(55, dtype=int64), 'image_02764.jpg': array(55, dtype=int64), 'image_02765.jpg': array(55, dtype=int64), 'image_02766.jpg': array(55, dtype=int64), 'image_02767.jpg': array(55, dtype=int64), 'image_02768.jpg': array(55, dtype=int64), 'image_02770.jpg': array(55, dtype=int64), 'image_02774.jpg': array(55, dtype=int64), 'image_02775.jpg': array(55, dtype=int64), 'image_02776.jpg': array(55, dtype=int64), 'image_02777.jpg': array(55, dtype=int64), 'image_02778.jpg': array(55, dtype=int64), 'image_02780.jpg': array(55, dtype=int64), 'image_02781.jpg': array(55, dtype=int64), 'image_02782.jpg': array(55, dtype=int64), 'image_02783.jpg': array(55, dtype=int64), 'image_02784.jpg': array(55, dtype=int64), 'image_02786.jpg': array(55, dtype=int64), 'image_02787.jpg': array(55, dtype=int64), 'image_02789.jpg': array(55, dtype=int64), 'image_02790.jpg': array(55, dtype=int64), 'image_02791.jpg': array(55, dtype=int64), 'image_02793.jpg': array(55, dtype=int64), 'image_02794.jpg': array(55, dtype=int64), 'image_02795.jpg': array(55, dtype=int64), 'image_02796.jpg': array(55, dtype=int64), 'image_02797.jpg': array(55, dtype=int64), 'image_02798.jpg': array(55, dtype=int64), 'image_02799.jpg': array(55, dtype=int64), 'image_02800.jpg': array(55, dtype=int64), 'image_02801.jpg': array(55, dtype=int64), 'image_02802.jpg': array(55, dtype=int64), 'image_02803.jpg': array(55, dtype=int64), 'image_02804.jpg': array(55, dtype=int64), 'image_02806.jpg': array(55, dtype=int64), 'image_02807.jpg': array(55, dtype=int64), 'image_02809.jpg': array(55, dtype=int64), 'image_02810.jpg': array(55, dtype=int64), 'image_02811.jpg': array(55, dtype=int64), 'image_02812.jpg': array(55, dtype=int64), 'image_02813.jpg': array(55, dtype=int64), 'image_02814.jpg': array(55, dtype=int64), 'image_02815.jpg': array(55, dtype=int64), 'image_02816.jpg': array(55, dtype=int64), 'image_02817.jpg': array(55, dtype=int64), 'image_02818.jpg': array(55, dtype=int64), 'image_02819.jpg': array(55, dtype=int64), 'image_02820.jpg': array(55, dtype=int64), 'image_02822.jpg': array(55, dtype=int64), 'image_02823.jpg': array(55, dtype=int64), 'image_02824.jpg': array(55, dtype=int64), 'image_02826.jpg': array(55, dtype=int64), 'image_02827.jpg': array(55, dtype=int64), 'image_02828.jpg': array(55, dtype=int64), 'image_02829.jpg': array(55, dtype=int64), 'image_02830.jpg': array(55, dtype=int64), 'image_02831.jpg': array(55, dtype=int64), 'image_02832.jpg': array(55, dtype=int64), 'image_02833.jpg': array(55, dtype=int64), 'image_02834.jpg': array(55, dtype=int64), 'image_02835.jpg': array(55, dtype=int64), 'image_02836.jpg': array(55, dtype=int64), 'image_02837.jpg': array(55, dtype=int64), 'image_02838.jpg': array(55, dtype=int64), 'image_02839.jpg': array(55, dtype=int64), 'image_02840.jpg': array(55, dtype=int64), 'image_02842.jpg': array(55, dtype=int64), 'image_02843.jpg': array(55, dtype=int64), 'image_02845.jpg': array(55, dtype=int64), 'image_02846.jpg': array(55, dtype=int64), 'image_02847.jpg': array(55, dtype=int64), 'image_02848.jpg': array(55, dtype=int64), 'image_02850.jpg': array(55, dtype=int64), 'image_02851.jpg': array(55, dtype=int64), 'image_02852.jpg': array(55, dtype=int64), 'image_02853.jpg': array(55, dtype=int64), 'image_02854.jpg': array(55, dtype=int64), 'image_02855.jpg': array(55, dtype=int64), 'image_02856.jpg': array(55, dtype=int64), 'image_02859.jpg': array(55, dtype=int64), 'image_02860.jpg': array(55, dtype=int64), 'image_02861.jpg': array(55, dtype=int64), 'image_07235.jpg': array(56, dtype=int64), 'image_07236.jpg': array(56, dtype=int64), 'image_07237.jpg': array(56, dtype=int64), 'image_07238.jpg': array(56, dtype=int64), 'image_07240.jpg': array(56, dtype=int64), 'image_07243.jpg': array(56, dtype=int64), 'image_07244.jpg': array(56, dtype=int64), 'image_07245.jpg': array(56, dtype=int64), 'image_07246.jpg': array(56, dtype=int64), 'image_07248.jpg': array(56, dtype=int64), 'image_07249.jpg': array(56, dtype=int64), 'image_07251.jpg': array(56, dtype=int64), 'image_07252.jpg': array(56, dtype=int64), 'image_07253.jpg': array(56, dtype=int64), 'image_07256.jpg': array(56, dtype=int64), 'image_07257.jpg': array(56, dtype=int64), 'image_07258.jpg': array(56, dtype=int64), 'image_07259.jpg': array(56, dtype=int64), 'image_07260.jpg': array(56, dtype=int64), 'image_07261.jpg': array(56, dtype=int64), 'image_07263.jpg': array(56, dtype=int64), 'image_07264.jpg': array(56, dtype=int64), 'image_07265.jpg': array(56, dtype=int64), 'image_08118.jpg': array(56, dtype=int64), 'image_08119.jpg': array(56, dtype=int64), 'image_08120.jpg': array(56, dtype=int64), 'image_08121.jpg': array(56, dtype=int64), 'image_08122.jpg': array(56, dtype=int64), 'image_08123.jpg': array(56, dtype=int64), 'image_08124.jpg': array(56, dtype=int64), 'image_08125.jpg': array(56, dtype=int64), 'image_08126.jpg': array(56, dtype=int64), 'image_08128.jpg': array(56, dtype=int64), 'image_08130.jpg': array(56, dtype=int64), 'image_08131.jpg': array(56, dtype=int64), 'image_08132.jpg': array(56, dtype=int64), 'image_08135.jpg': array(56, dtype=int64), 'image_08136.jpg': array(56, dtype=int64), 'image_08137.jpg': array(56, dtype=int64), 'image_08138.jpg': array(56, dtype=int64), 'image_08139.jpg': array(56, dtype=int64), 'image_08140.jpg': array(56, dtype=int64), 'image_08141.jpg': array(56, dtype=int64), 'image_08142.jpg': array(56, dtype=int64), 'image_08143.jpg': array(56, dtype=int64), 'image_08146.jpg': array(56, dtype=int64), 'image_08147.jpg': array(56, dtype=int64), 'image_08148.jpg': array(56, dtype=int64), 'image_08149.jpg': array(56, dtype=int64), 'image_08150.jpg': array(56, dtype=int64), 'image_02639.jpg': array(57, dtype=int64), 'image_02640.jpg': array(57, dtype=int64), 'image_02641.jpg': array(57, dtype=int64), 'image_02643.jpg': array(57, dtype=int64), 'image_02644.jpg': array(57, dtype=int64), 'image_02645.jpg': array(57, dtype=int64), 'image_02646.jpg': array(57, dtype=int64), 'image_02647.jpg': array(57, dtype=int64), 'image_02648.jpg': array(57, dtype=int64), 'image_02650.jpg': array(57, dtype=int64), 'image_02651.jpg': array(57, dtype=int64), 'image_02652.jpg': array(57, dtype=int64), 'image_02654.jpg': array(57, dtype=int64), 'image_02655.jpg': array(57, dtype=int64), 'image_02657.jpg': array(57, dtype=int64), 'image_02658.jpg': array(57, dtype=int64), 'image_02659.jpg': array(57, dtype=int64), 'image_02660.jpg': array(57, dtype=int64), 'image_02661.jpg': array(57, dtype=int64), 'image_02662.jpg': array(57, dtype=int64), 'image_02664.jpg': array(57, dtype=int64), 'image_02665.jpg': array(57, dtype=int64), 'image_02666.jpg': array(57, dtype=int64), 'image_02667.jpg': array(57, dtype=int64), 'image_02668.jpg': array(57, dtype=int64), 'image_02669.jpg': array(57, dtype=int64), 'image_02670.jpg': array(57, dtype=int64), 'image_02671.jpg': array(57, dtype=int64), 'image_02673.jpg': array(57, dtype=int64), 'image_02674.jpg': array(57, dtype=int64), 'image_02678.jpg': array(57, dtype=int64), 'image_02679.jpg': array(57, dtype=int64), 'image_02680.jpg': array(57, dtype=int64), 'image_02682.jpg': array(57, dtype=int64), 'image_02683.jpg': array(57, dtype=int64), 'image_02684.jpg': array(57, dtype=int64), 'image_02685.jpg': array(57, dtype=int64), 'image_02686.jpg': array(57, dtype=int64), 'image_02688.jpg': array(57, dtype=int64), 'image_02689.jpg': array(57, dtype=int64), 'image_02692.jpg': array(57, dtype=int64), 'image_02693.jpg': array(57, dtype=int64), 'image_02696.jpg': array(57, dtype=int64), 'image_02697.jpg': array(57, dtype=int64), 'image_02698.jpg': array(57, dtype=int64), 'image_02699.jpg': array(57, dtype=int64), 'image_02701.jpg': array(57, dtype=int64), 'image_02702.jpg': array(57, dtype=int64), 'image_02703.jpg': array(57, dtype=int64), 'image_02704.jpg': array(57, dtype=int64), 'image_02706.jpg': array(57, dtype=int64), 'image_02707.jpg': array(57, dtype=int64), 'image_02708.jpg': array(57, dtype=int64), 'image_02709.jpg': array(57, dtype=int64), 'image_02710.jpg': array(57, dtype=int64), 'image_02711.jpg': array(57, dtype=int64), 'image_02712.jpg': array(57, dtype=int64), 'image_02713.jpg': array(57, dtype=int64), 'image_02714.jpg': array(57, dtype=int64), 'image_02715.jpg': array(57, dtype=int64), 'image_02716.jpg': array(57, dtype=int64), 'image_02717.jpg': array(57, dtype=int64), 'image_02718.jpg': array(57, dtype=int64), 'image_02720.jpg': array(57, dtype=int64), 'image_02723.jpg': array(57, dtype=int64), 'image_02724.jpg': array(57, dtype=int64), 'image_02725.jpg': array(57, dtype=int64), 'image_02727.jpg': array(57, dtype=int64), 'image_02728.jpg': array(57, dtype=int64), 'image_02729.jpg': array(57, dtype=int64), 'image_02730.jpg': array(57, dtype=int64), 'image_02731.jpg': array(57, dtype=int64), 'image_02732.jpg': array(57, dtype=int64), 'image_02733.jpg': array(57, dtype=int64), 'image_02735.jpg': array(57, dtype=int64), 'image_02736.jpg': array(57, dtype=int64), 'image_02739.jpg': array(57, dtype=int64), 'image_02740.jpg': array(57, dtype=int64), 'image_02744.jpg': array(57, dtype=int64), 'image_02745.jpg': array(57, dtype=int64), 'image_02746.jpg': array(57, dtype=int64), 'image_02747.jpg': array(57, dtype=int64), 'image_02748.jpg': array(57, dtype=int64), 'image_02749.jpg': array(57, dtype=int64), 'image_02750.jpg': array(57, dtype=int64), 'image_02751.jpg': array(57, dtype=int64), 'image_05021.jpg': array(58, dtype=int64), 'image_05022.jpg': array(58, dtype=int64), 'image_05023.jpg': array(58, dtype=int64), 'image_05024.jpg': array(58, dtype=int64), 'image_05025.jpg': array(58, dtype=int64), 'image_05026.jpg': array(58, dtype=int64), 'image_05027.jpg': array(58, dtype=int64), 'image_05028.jpg': array(58, dtype=int64), 'image_05029.jpg': array(58, dtype=int64), 'image_05030.jpg': array(58, dtype=int64), 'image_05031.jpg': array(58, dtype=int64), 'image_05032.jpg': array(58, dtype=int64), 'image_05035.jpg': array(58, dtype=int64), 'image_05036.jpg': array(58, dtype=int64), 'image_05037.jpg': array(58, dtype=int64), 'image_05040.jpg': array(58, dtype=int64), 'image_05041.jpg': array(58, dtype=int64), 'image_05042.jpg': array(58, dtype=int64), 'image_05043.jpg': array(58, dtype=int64), 'image_05044.jpg': array(58, dtype=int64), 'image_05045.jpg': array(58, dtype=int64), 'image_05046.jpg': array(58, dtype=int64), 'image_05047.jpg': array(58, dtype=int64), 'image_05048.jpg': array(58, dtype=int64), 'image_05049.jpg': array(58, dtype=int64), 'image_05050.jpg': array(58, dtype=int64), 'image_05051.jpg': array(58, dtype=int64), 'image_05053.jpg': array(58, dtype=int64), 'image_05054.jpg': array(58, dtype=int64), 'image_05055.jpg': array(58, dtype=int64), 'image_05057.jpg': array(58, dtype=int64), 'image_05058.jpg': array(58, dtype=int64), 'image_05059.jpg': array(58, dtype=int64), 'image_05060.jpg': array(58, dtype=int64), 'image_05061.jpg': array(58, dtype=int64), 'image_05062.jpg': array(58, dtype=int64), 'image_05063.jpg': array(58, dtype=int64), 'image_05065.jpg': array(58, dtype=int64), 'image_05066.jpg': array(58, dtype=int64), 'image_05068.jpg': array(58, dtype=int64), 'image_05069.jpg': array(58, dtype=int64), 'image_05070.jpg': array(58, dtype=int64), 'image_05071.jpg': array(58, dtype=int64), 'image_05072.jpg': array(58, dtype=int64), 'image_05073.jpg': array(58, dtype=int64), 'image_05074.jpg': array(58, dtype=int64), 'image_05075.jpg': array(58, dtype=int64), 'image_05076.jpg': array(58, dtype=int64), 'image_05078.jpg': array(58, dtype=int64), 'image_05079.jpg': array(58, dtype=int64), 'image_05080.jpg': array(58, dtype=int64), 'image_05081.jpg': array(58, dtype=int64), 'image_05082.jpg': array(58, dtype=int64), 'image_05083.jpg': array(58, dtype=int64), 'image_05084.jpg': array(58, dtype=int64), 'image_05085.jpg': array(58, dtype=int64), 'image_07162.jpg': array(5, dtype=int64), 'image_07163.jpg': array(5, dtype=int64), 'image_07164.jpg': array(5, dtype=int64), 'image_07165.jpg': array(5, dtype=int64), 'image_07166.jpg': array(5, dtype=int64), 'image_07167.jpg': array(5, dtype=int64), 'image_07168.jpg': array(5, dtype=int64), 'image_07169.jpg': array(5, dtype=int64), 'image_07170.jpg': array(5, dtype=int64), 'image_07171.jpg': array(5, dtype=int64), 'image_07172.jpg': array(5, dtype=int64), 'image_07174.jpg': array(5, dtype=int64), 'image_07175.jpg': array(5, dtype=int64), 'image_07176.jpg': array(5, dtype=int64), 'image_07177.jpg': array(5, dtype=int64), 'image_07178.jpg': array(5, dtype=int64), 'image_07179.jpg': array(5, dtype=int64), 'image_07180.jpg': array(5, dtype=int64), 'image_07183.jpg': array(5, dtype=int64), 'image_07184.jpg': array(5, dtype=int64), 'image_07186.jpg': array(5, dtype=int64), 'image_07187.jpg': array(5, dtype=int64), 'image_07188.jpg': array(5, dtype=int64), 'image_07189.jpg': array(5, dtype=int64), 'image_07190.jpg': array(5, dtype=int64), 'image_07192.jpg': array(5, dtype=int64), 'image_07193.jpg': array(5, dtype=int64), 'image_07194.jpg': array(5, dtype=int64), 'image_07195.jpg': array(5, dtype=int64), 'image_07196.jpg': array(5, dtype=int64), 'image_07197.jpg': array(5, dtype=int64), 'image_08107.jpg': array(5, dtype=int64), 'image_08109.jpg': array(5, dtype=int64), 'image_08110.jpg': array(5, dtype=int64), 'image_08111.jpg': array(5, dtype=int64), 'image_02920.jpg': array(59, dtype=int64), 'image_02921.jpg': array(59, dtype=int64), 'image_02922.jpg': array(59, dtype=int64), 'image_02924.jpg': array(59, dtype=int64), 'image_02925.jpg': array(59, dtype=int64), 'image_02926.jpg': array(59, dtype=int64), 'image_02927.jpg': array(59, dtype=int64), 'image_02929.jpg': array(59, dtype=int64), 'image_02930.jpg': array(59, dtype=int64), 'image_02931.jpg': array(59, dtype=int64), 'image_02934.jpg': array(59, dtype=int64), 'image_02935.jpg': array(59, dtype=int64), 'image_02938.jpg': array(59, dtype=int64), 'image_02939.jpg': array(59, dtype=int64), 'image_02940.jpg': array(59, dtype=int64), 'image_02941.jpg': array(59, dtype=int64), 'image_02942.jpg': array(59, dtype=int64), 'image_02943.jpg': array(59, dtype=int64), 'image_02944.jpg': array(59, dtype=int64), 'image_02945.jpg': array(59, dtype=int64), 'image_02946.jpg': array(59, dtype=int64), 'image_02947.jpg': array(59, dtype=int64), 'image_02949.jpg': array(59, dtype=int64), 'image_02950.jpg': array(59, dtype=int64), 'image_02951.jpg': array(59, dtype=int64), 'image_02952.jpg': array(59, dtype=int64), 'image_02953.jpg': array(59, dtype=int64), 'image_02954.jpg': array(59, dtype=int64), 'image_02955.jpg': array(59, dtype=int64), 'image_02956.jpg': array(59, dtype=int64), 'image_02957.jpg': array(59, dtype=int64), 'image_02960.jpg': array(59, dtype=int64), 'image_02962.jpg': array(59, dtype=int64), 'image_02963.jpg': array(59, dtype=int64), 'image_02964.jpg': array(59, dtype=int64), 'image_02965.jpg': array(59, dtype=int64), 'image_02966.jpg': array(59, dtype=int64), 'image_02967.jpg': array(59, dtype=int64), 'image_02968.jpg': array(59, dtype=int64), 'image_02969.jpg': array(59, dtype=int64), 'image_02970.jpg': array(59, dtype=int64), 'image_02972.jpg': array(59, dtype=int64), 'image_02973.jpg': array(59, dtype=int64), 'image_02975.jpg': array(59, dtype=int64), 'image_02976.jpg': array(59, dtype=int64), 'image_02979.jpg': array(59, dtype=int64), 'image_02980.jpg': array(59, dtype=int64), 'image_02982.jpg': array(59, dtype=int64), 'image_02983.jpg': array(59, dtype=int64), 'image_02984.jpg': array(59, dtype=int64), 'image_02985.jpg': array(59, dtype=int64), 'image_02986.jpg': array(59, dtype=int64), 'image_02988.jpg': array(59, dtype=int64), 'image_02989.jpg': array(59, dtype=int64), 'image_02990.jpg': array(59, dtype=int64), 'image_02991.jpg': array(59, dtype=int64), 'image_02993.jpg': array(59, dtype=int64), 'image_02994.jpg': array(59, dtype=int64), 'image_02995.jpg': array(59, dtype=int64), 'image_02998.jpg': array(59, dtype=int64), 'image_02999.jpg': array(59, dtype=int64), 'image_03001.jpg': array(59, dtype=int64), 'image_03002.jpg': array(59, dtype=int64), 'image_03004.jpg': array(59, dtype=int64), 'image_03005.jpg': array(59, dtype=int64), 'image_03006.jpg': array(59, dtype=int64), 'image_03007.jpg': array(59, dtype=int64), 'image_03009.jpg': array(59, dtype=int64), 'image_03010.jpg': array(59, dtype=int64), 'image_03011.jpg': array(59, dtype=int64), 'image_03012.jpg': array(59, dtype=int64), 'image_03013.jpg': array(59, dtype=int64), 'image_03014.jpg': array(59, dtype=int64), 'image_03015.jpg': array(59, dtype=int64), 'image_03017.jpg': array(59, dtype=int64), 'image_03018.jpg': array(59, dtype=int64), 'image_03019.jpg': array(59, dtype=int64), 'image_03020.jpg': array(59, dtype=int64), 'image_03021.jpg': array(59, dtype=int64), 'image_03022.jpg': array(59, dtype=int64), 'image_03023.jpg': array(59, dtype=int64), 'image_03024.jpg': array(59, dtype=int64), 'image_03025.jpg': array(59, dtype=int64), 'image_03027.jpg': array(59, dtype=int64), 'image_03028.jpg': array(59, dtype=int64), 'image_06247.jpg': array(60, dtype=int64), 'image_06250.jpg': array(60, dtype=int64), 'image_06252.jpg': array(60, dtype=int64), 'image_06253.jpg': array(60, dtype=int64), 'image_06254.jpg': array(60, dtype=int64), 'image_06255.jpg': array(60, dtype=int64), 'image_06256.jpg': array(60, dtype=int64), 'image_06257.jpg': array(60, dtype=int64), 'image_06258.jpg': array(60, dtype=int64), 'image_06260.jpg': array(60, dtype=int64), 'image_06262.jpg': array(60, dtype=int64), 'image_06263.jpg': array(60, dtype=int64), 'image_06264.jpg': array(60, dtype=int64), 'image_06265.jpg': array(60, dtype=int64), 'image_06267.jpg': array(60, dtype=int64), 'image_06268.jpg': array(60, dtype=int64), 'image_06269.jpg': array(60, dtype=int64), 'image_06270.jpg': array(60, dtype=int64), 'image_06272.jpg': array(60, dtype=int64), 'image_06274.jpg': array(60, dtype=int64), 'image_06275.jpg': array(60, dtype=int64), 'image_06276.jpg': array(60, dtype=int64), 'image_06277.jpg': array(60, dtype=int64), 'image_06278.jpg': array(60, dtype=int64), 'image_06280.jpg': array(60, dtype=int64), 'image_06281.jpg': array(60, dtype=int64), 'image_06282.jpg': array(60, dtype=int64), 'image_06283.jpg': array(60, dtype=int64), 'image_06285.jpg': array(60, dtype=int64), 'image_06286.jpg': array(60, dtype=int64), 'image_06287.jpg': array(60, dtype=int64), 'image_06288.jpg': array(60, dtype=int64), 'image_06289.jpg': array(60, dtype=int64), 'image_06291.jpg': array(60, dtype=int64), 'image_06294.jpg': array(60, dtype=int64), 'image_06295.jpg': array(60, dtype=int64), 'image_07268.jpg': array(61, dtype=int64), 'image_07270.jpg': array(61, dtype=int64), 'image_07272.jpg': array(61, dtype=int64), 'image_07273.jpg': array(61, dtype=int64), 'image_07274.jpg': array(61, dtype=int64), 'image_07275.jpg': array(61, dtype=int64), 'image_07277.jpg': array(61, dtype=int64), 'image_07278.jpg': array(61, dtype=int64), 'image_07279.jpg': array(61, dtype=int64), 'image_07280.jpg': array(61, dtype=int64), 'image_07281.jpg': array(61, dtype=int64), 'image_07282.jpg': array(61, dtype=int64), 'image_07283.jpg': array(61, dtype=int64), 'image_08151.jpg': array(61, dtype=int64), 'image_08152.jpg': array(61, dtype=int64), 'image_08153.jpg': array(61, dtype=int64), 'image_08154.jpg': array(61, dtype=int64), 'image_08156.jpg': array(61, dtype=int64), 'image_08157.jpg': array(61, dtype=int64), 'image_08158.jpg': array(61, dtype=int64), 'image_08159.jpg': array(61, dtype=int64), 'image_08160.jpg': array(61, dtype=int64), 'image_08161.jpg': array(61, dtype=int64), 'image_08162.jpg': array(61, dtype=int64), 'image_08163.jpg': array(61, dtype=int64), 'image_08164.jpg': array(61, dtype=int64), 'image_08165.jpg': array(61, dtype=int64), 'image_08166.jpg': array(61, dtype=int64), 'image_08167.jpg': array(61, dtype=int64), 'image_08168.jpg': array(61, dtype=int64), 'image_08169.jpg': array(61, dtype=int64), 'image_08170.jpg': array(61, dtype=int64), 'image_08173.jpg': array(61, dtype=int64), 'image_08174.jpg': array(61, dtype=int64), 'image_08175.jpg': array(61, dtype=int64), 'image_08176.jpg': array(61, dtype=int64), 'image_08178.jpg': array(61, dtype=int64), 'image_08179.jpg': array(61, dtype=int64), 'image_08180.jpg': array(61, dtype=int64), 'image_08181.jpg': array(61, dtype=int64), 'image_08182.jpg': array(61, dtype=int64), 'image_08183.jpg': array(61, dtype=int64), 'image_08184.jpg': array(61, dtype=int64), 'image_08185.jpg': array(61, dtype=int64), 'image_08186.jpg': array(61, dtype=int64), 'image_08187.jpg': array(61, dtype=int64), 'image_08188.jpg': array(61, dtype=int64), 'image_08189.jpg': array(61, dtype=int64), 'image_05849.jpg': array(62, dtype=int64), 'image_05850.jpg': array(62, dtype=int64), 'image_05851.jpg': array(62, dtype=int64), 'image_05852.jpg': array(62, dtype=int64), 'image_05854.jpg': array(62, dtype=int64), 'image_05855.jpg': array(62, dtype=int64), 'image_05856.jpg': array(62, dtype=int64), 'image_05858.jpg': array(62, dtype=int64), 'image_05859.jpg': array(62, dtype=int64), 'image_05860.jpg': array(62, dtype=int64), 'image_05862.jpg': array(62, dtype=int64), 'image_05863.jpg': array(62, dtype=int64), 'image_05864.jpg': array(62, dtype=int64), 'image_05865.jpg': array(62, dtype=int64), 'image_05866.jpg': array(62, dtype=int64), 'image_05868.jpg': array(62, dtype=int64), 'image_05869.jpg': array(62, dtype=int64), 'image_05870.jpg': array(62, dtype=int64), 'image_05872.jpg': array(62, dtype=int64), 'image_05873.jpg': array(62, dtype=int64), 'image_05874.jpg': array(62, dtype=int64), 'image_05877.jpg': array(62, dtype=int64), 'image_05879.jpg': array(62, dtype=int64), 'image_05880.jpg': array(62, dtype=int64), 'image_05881.jpg': array(62, dtype=int64), 'image_05883.jpg': array(62, dtype=int64), 'image_05884.jpg': array(62, dtype=int64), 'image_05885.jpg': array(62, dtype=int64), 'image_05886.jpg': array(62, dtype=int64), 'image_05887.jpg': array(62, dtype=int64), 'image_05888.jpg': array(62, dtype=int64), 'image_05889.jpg': array(62, dtype=int64), 'image_05891.jpg': array(62, dtype=int64), 'image_05892.jpg': array(62, dtype=int64), 'image_05893.jpg': array(62, dtype=int64), 'image_05895.jpg': array(62, dtype=int64), 'image_05896.jpg': array(62, dtype=int64), 'image_05897.jpg': array(62, dtype=int64), 'image_05899.jpg': array(62, dtype=int64), 'image_05900.jpg': array(62, dtype=int64), 'image_05901.jpg': array(62, dtype=int64), 'image_05902.jpg': array(62, dtype=int64), 'image_06097.jpg': array(63, dtype=int64), 'image_06100.jpg': array(63, dtype=int64), 'image_06101.jpg': array(63, dtype=int64), 'image_06102.jpg': array(63, dtype=int64), 'image_06103.jpg': array(63, dtype=int64), 'image_06105.jpg': array(63, dtype=int64), 'image_06106.jpg': array(63, dtype=int64), 'image_06107.jpg': array(63, dtype=int64), 'image_06108.jpg': array(63, dtype=int64), 'image_06109.jpg': array(63, dtype=int64), 'image_06110.jpg': array(63, dtype=int64), 'image_06111.jpg': array(63, dtype=int64), 'image_06112.jpg': array(63, dtype=int64), 'image_06113.jpg': array(63, dtype=int64), 'image_06114.jpg': array(63, dtype=int64), 'image_06115.jpg': array(63, dtype=int64), 'image_06116.jpg': array(63, dtype=int64), 'image_06117.jpg': array(63, dtype=int64), 'image_06118.jpg': array(63, dtype=int64), 'image_06119.jpg': array(63, dtype=int64), 'image_06120.jpg': array(63, dtype=int64), 'image_06121.jpg': array(63, dtype=int64), 'image_06122.jpg': array(63, dtype=int64), 'image_06124.jpg': array(63, dtype=int64), 'image_06125.jpg': array(63, dtype=int64), 'image_06127.jpg': array(63, dtype=int64), 'image_06128.jpg': array(63, dtype=int64), 'image_06131.jpg': array(63, dtype=int64), 'image_06132.jpg': array(63, dtype=int64), 'image_06133.jpg': array(63, dtype=int64), 'image_06135.jpg': array(63, dtype=int64), 'image_06136.jpg': array(63, dtype=int64), 'image_06137.jpg': array(63, dtype=int64), 'image_06139.jpg': array(63, dtype=int64), 'image_06140.jpg': array(63, dtype=int64), 'image_06142.jpg': array(63, dtype=int64), 'image_06143.jpg': array(63, dtype=int64), 'image_06144.jpg': array(63, dtype=int64), 'image_06145.jpg': array(63, dtype=int64), 'image_06146.jpg': array(63, dtype=int64), 'image_06147.jpg': array(63, dtype=int64), 'image_06148.jpg': array(63, dtype=int64), 'image_03182.jpg': array(64, dtype=int64), 'image_03183.jpg': array(64, dtype=int64), 'image_03184.jpg': array(64, dtype=int64), 'image_03185.jpg': array(64, dtype=int64), 'image_03186.jpg': array(64, dtype=int64), 'image_03187.jpg': array(64, dtype=int64), 'image_03189.jpg': array(64, dtype=int64), 'image_03190.jpg': array(64, dtype=int64), 'image_03191.jpg': array(64, dtype=int64), 'image_03192.jpg': array(64, dtype=int64), 'image_03194.jpg': array(64, dtype=int64), 'image_03195.jpg': array(64, dtype=int64), 'image_03196.jpg': array(64, dtype=int64), 'image_03198.jpg': array(64, dtype=int64), 'image_03199.jpg': array(64, dtype=int64), 'image_03200.jpg': array(64, dtype=int64), 'image_03201.jpg': array(64, dtype=int64), 'image_03202.jpg': array(64, dtype=int64), 'image_03203.jpg': array(64, dtype=int64), 'image_03204.jpg': array(64, dtype=int64), 'image_03205.jpg': array(64, dtype=int64), 'image_03206.jpg': array(64, dtype=int64), 'image_03207.jpg': array(64, dtype=int64), 'image_03208.jpg': array(64, dtype=int64), 'image_03209.jpg': array(64, dtype=int64), 'image_03210.jpg': array(64, dtype=int64), 'image_03212.jpg': array(64, dtype=int64), 'image_03213.jpg': array(64, dtype=int64), 'image_03214.jpg': array(64, dtype=int64), 'image_03215.jpg': array(64, dtype=int64), 'image_03216.jpg': array(64, dtype=int64), 'image_03217.jpg': array(64, dtype=int64), 'image_03218.jpg': array(64, dtype=int64), 'image_03219.jpg': array(64, dtype=int64), 'image_03220.jpg': array(64, dtype=int64), 'image_03221.jpg': array(64, dtype=int64), 'image_03223.jpg': array(64, dtype=int64), 'image_03225.jpg': array(64, dtype=int64), 'image_03226.jpg': array(64, dtype=int64), 'image_03227.jpg': array(64, dtype=int64), 'image_03228.jpg': array(64, dtype=int64), 'image_03229.jpg': array(64, dtype=int64), 'image_03230.jpg': array(64, dtype=int64), 'image_03231.jpg': array(64, dtype=int64), 'image_03232.jpg': array(64, dtype=int64), 'image_03233.jpg': array(64, dtype=int64), 'image_03234.jpg': array(64, dtype=int64), 'image_03235.jpg': array(64, dtype=int64), 'image_03236.jpg': array(64, dtype=int64), 'image_03237.jpg': array(64, dtype=int64), 'image_03238.jpg': array(64, dtype=int64), 'image_03239.jpg': array(64, dtype=int64), 'image_03240.jpg': array(64, dtype=int64), 'image_03242.jpg': array(64, dtype=int64), 'image_03244.jpg': array(64, dtype=int64), 'image_03245.jpg': array(64, dtype=int64), 'image_03246.jpg': array(64, dtype=int64), 'image_03247.jpg': array(64, dtype=int64), 'image_03248.jpg': array(64, dtype=int64), 'image_03249.jpg': array(64, dtype=int64), 'image_03251.jpg': array(64, dtype=int64), 'image_03253.jpg': array(64, dtype=int64), 'image_03254.jpg': array(64, dtype=int64), 'image_03255.jpg': array(64, dtype=int64), 'image_03256.jpg': array(64, dtype=int64), 'image_03257.jpg': array(64, dtype=int64), 'image_03259.jpg': array(64, dtype=int64), 'image_03260.jpg': array(64, dtype=int64), 'image_03261.jpg': array(64, dtype=int64), 'image_03262.jpg': array(64, dtype=int64), 'image_03263.jpg': array(64, dtype=int64), 'image_03264.jpg': array(64, dtype=int64), 'image_03265.jpg': array(64, dtype=int64), 'image_03266.jpg': array(64, dtype=int64), 'image_03267.jpg': array(64, dtype=int64), 'image_03268.jpg': array(64, dtype=int64), 'image_03270.jpg': array(64, dtype=int64), 'image_03271.jpg': array(64, dtype=int64), 'image_03272.jpg': array(64, dtype=int64), 'image_03273.jpg': array(64, dtype=int64), 'image_03274.jpg': array(64, dtype=int64), 'image_03275.jpg': array(64, dtype=int64), 'image_03277.jpg': array(64, dtype=int64), 'image_03278.jpg': array(64, dtype=int64), 'image_03280.jpg': array(64, dtype=int64), 'image_03281.jpg': array(64, dtype=int64), 'image_03282.jpg': array(64, dtype=int64), 'image_03283.jpg': array(64, dtype=int64), 'image_05523.jpg': array(65, dtype=int64), 'image_05524.jpg': array(65, dtype=int64), 'image_05525.jpg': array(65, dtype=int64), 'image_05526.jpg': array(65, dtype=int64), 'image_05527.jpg': array(65, dtype=int64), 'image_05528.jpg': array(65, dtype=int64), 'image_05529.jpg': array(65, dtype=int64), 'image_05530.jpg': array(65, dtype=int64), 'image_05531.jpg': array(65, dtype=int64), 'image_05532.jpg': array(65, dtype=int64), 'image_05533.jpg': array(65, dtype=int64), 'image_05534.jpg': array(65, dtype=int64), 'image_05535.jpg': array(65, dtype=int64), 'image_05536.jpg': array(65, dtype=int64), 'image_05538.jpg': array(65, dtype=int64), 'image_05539.jpg': array(65, dtype=int64), 'image_05540.jpg': array(65, dtype=int64), 'image_05541.jpg': array(65, dtype=int64), 'image_05542.jpg': array(65, dtype=int64), 'image_05543.jpg': array(65, dtype=int64), 'image_05544.jpg': array(65, dtype=int64), 'image_05545.jpg': array(65, dtype=int64), 'image_05546.jpg': array(65, dtype=int64), 'image_05547.jpg': array(65, dtype=int64), 'image_05548.jpg': array(65, dtype=int64), 'image_05550.jpg': array(65, dtype=int64), 'image_05551.jpg': array(65, dtype=int64), 'image_05552.jpg': array(65, dtype=int64), 'image_05553.jpg': array(65, dtype=int64), 'image_05554.jpg': array(65, dtype=int64), 'image_05555.jpg': array(65, dtype=int64), 'image_05556.jpg': array(65, dtype=int64), 'image_05557.jpg': array(65, dtype=int64), 'image_05558.jpg': array(65, dtype=int64), 'image_05561.jpg': array(65, dtype=int64), 'image_05564.jpg': array(65, dtype=int64), 'image_05566.jpg': array(65, dtype=int64), 'image_05567.jpg': array(65, dtype=int64), 'image_05568.jpg': array(65, dtype=int64), 'image_05569.jpg': array(65, dtype=int64), 'image_05570.jpg': array(65, dtype=int64), 'image_05571.jpg': array(65, dtype=int64), 'image_05572.jpg': array(65, dtype=int64), 'image_05573.jpg': array(65, dtype=int64), 'image_05574.jpg': array(65, dtype=int64), 'image_05575.jpg': array(65, dtype=int64), 'image_05576.jpg': array(65, dtype=int64), 'image_05578.jpg': array(65, dtype=int64), 'image_05580.jpg': array(65, dtype=int64), 'image_05581.jpg': array(65, dtype=int64), 'image_05583.jpg': array(65, dtype=int64), 'image_07046.jpg': array(66, dtype=int64), 'image_07047.jpg': array(66, dtype=int64), 'image_07048.jpg': array(66, dtype=int64), 'image_07049.jpg': array(66, dtype=int64), 'image_07050.jpg': array(66, dtype=int64), 'image_07051.jpg': array(66, dtype=int64), 'image_07052.jpg': array(66, dtype=int64), 'image_07053.jpg': array(66, dtype=int64), 'image_07054.jpg': array(66, dtype=int64), 'image_07055.jpg': array(66, dtype=int64), 'image_07057.jpg': array(66, dtype=int64), 'image_07058.jpg': array(66, dtype=int64), 'image_07059.jpg': array(66, dtype=int64), 'image_07060.jpg': array(66, dtype=int64), 'image_07061.jpg': array(66, dtype=int64), 'image_07062.jpg': array(66, dtype=int64), 'image_07063.jpg': array(66, dtype=int64), 'image_07064.jpg': array(66, dtype=int64), 'image_07065.jpg': array(66, dtype=int64), 'image_07066.jpg': array(66, dtype=int64), 'image_07067.jpg': array(66, dtype=int64), 'image_07068.jpg': array(66, dtype=int64), 'image_07069.jpg': array(66, dtype=int64), 'image_07070.jpg': array(66, dtype=int64), 'image_07071.jpg': array(66, dtype=int64), 'image_07072.jpg': array(66, dtype=int64), 'image_07073.jpg': array(66, dtype=int64), 'image_07074.jpg': array(66, dtype=int64), 'image_07076.jpg': array(66, dtype=int64), 'image_07077.jpg': array(66, dtype=int64), 'image_07078.jpg': array(66, dtype=int64), 'image_07081.jpg': array(66, dtype=int64), 'image_07084.jpg': array(66, dtype=int64), 'image_07085.jpg': array(66, dtype=int64), 'image_08078.jpg': array(66, dtype=int64), 'image_08079.jpg': array(66, dtype=int64), 'image_05905.jpg': array(67, dtype=int64), 'image_05906.jpg': array(67, dtype=int64), 'image_05907.jpg': array(67, dtype=int64), 'image_05909.jpg': array(67, dtype=int64), 'image_05910.jpg': array(67, dtype=int64), 'image_05911.jpg': array(67, dtype=int64), 'image_05912.jpg': array(67, dtype=int64), 'image_05913.jpg': array(67, dtype=int64), 'image_05914.jpg': array(67, dtype=int64), 'image_05917.jpg': array(67, dtype=int64), 'image_05918.jpg': array(67, dtype=int64), 'image_05920.jpg': array(67, dtype=int64), 'image_05921.jpg': array(67, dtype=int64), 'image_05922.jpg': array(67, dtype=int64), 'image_05923.jpg': array(67, dtype=int64), 'image_05925.jpg': array(67, dtype=int64), 'image_05928.jpg': array(67, dtype=int64), 'image_05929.jpg': array(67, dtype=int64), 'image_05930.jpg': array(67, dtype=int64), 'image_05931.jpg': array(67, dtype=int64), 'image_05933.jpg': array(67, dtype=int64), 'image_05934.jpg': array(67, dtype=int64), 'image_05935.jpg': array(67, dtype=int64), 'image_05936.jpg': array(67, dtype=int64), 'image_05937.jpg': array(67, dtype=int64), 'image_05938.jpg': array(67, dtype=int64), 'image_05939.jpg': array(67, dtype=int64), 'image_05940.jpg': array(67, dtype=int64), 'image_05941.jpg': array(67, dtype=int64), 'image_05942.jpg': array(67, dtype=int64), 'image_05943.jpg': array(67, dtype=int64), 'image_05944.jpg': array(67, dtype=int64), 'image_05945.jpg': array(67, dtype=int64), 'image_05946.jpg': array(67, dtype=int64), 'image_05947.jpg': array(67, dtype=int64), 'image_05948.jpg': array(67, dtype=int64), 'image_05949.jpg': array(67, dtype=int64), 'image_05950.jpg': array(67, dtype=int64), 'image_05951.jpg': array(67, dtype=int64), 'image_05952.jpg': array(67, dtype=int64), 'image_05953.jpg': array(67, dtype=int64), 'image_05954.jpg': array(67, dtype=int64), 'image_05955.jpg': array(67, dtype=int64), 'image_05957.jpg': array(68, dtype=int64), 'image_05960.jpg': array(68, dtype=int64), 'image_05961.jpg': array(68, dtype=int64), 'image_05962.jpg': array(68, dtype=int64), 'image_05963.jpg': array(68, dtype=int64), 'image_05964.jpg': array(68, dtype=int64), 'image_05965.jpg': array(68, dtype=int64), 'image_05966.jpg': array(68, dtype=int64), 'image_05967.jpg': array(68, dtype=int64), 'image_05968.jpg': array(68, dtype=int64), 'image_05969.jpg': array(68, dtype=int64), 'image_05970.jpg': array(68, dtype=int64), 'image_05972.jpg': array(68, dtype=int64), 'image_05973.jpg': array(68, dtype=int64), 'image_05974.jpg': array(68, dtype=int64), 'image_05975.jpg': array(68, dtype=int64), 'image_05976.jpg': array(68, dtype=int64), 'image_05977.jpg': array(68, dtype=int64), 'image_05978.jpg': array(68, dtype=int64), 'image_05979.jpg': array(68, dtype=int64), 'image_05980.jpg': array(68, dtype=int64), 'image_05981.jpg': array(68, dtype=int64), 'image_05982.jpg': array(68, dtype=int64), 'image_05983.jpg': array(68, dtype=int64), 'image_05985.jpg': array(68, dtype=int64), 'image_05986.jpg': array(68, dtype=int64), 'image_05987.jpg': array(68, dtype=int64), 'image_05988.jpg': array(68, dtype=int64), 'image_05989.jpg': array(68, dtype=int64), 'image_05990.jpg': array(68, dtype=int64), 'image_05991.jpg': array(68, dtype=int64), 'image_05995.jpg': array(68, dtype=int64), 'image_05996.jpg': array(68, dtype=int64), 'image_05997.jpg': array(68, dtype=int64), 'image_05998.jpg': array(68, dtype=int64), 'image_05999.jpg': array(68, dtype=int64), 'image_06000.jpg': array(68, dtype=int64), 'image_06001.jpg': array(68, dtype=int64), 'image_06002.jpg': array(68, dtype=int64), 'image_06003.jpg': array(68, dtype=int64), 'image_06004.jpg': array(68, dtype=int64), 'image_06005.jpg': array(68, dtype=int64), 'image_06006.jpg': array(68, dtype=int64), 'image_06007.jpg': array(68, dtype=int64), 'image_06009.jpg': array(68, dtype=int64), 'image_06010.jpg': array(68, dtype=int64), 'image_07200.jpg': array(6, dtype=int64), 'image_07201.jpg': array(6, dtype=int64), 'image_07202.jpg': array(6, dtype=int64), 'image_07203.jpg': array(6, dtype=int64), 'image_07204.jpg': array(6, dtype=int64), 'image_07205.jpg': array(6, dtype=int64), 'image_07206.jpg': array(6, dtype=int64), 'image_07207.jpg': array(6, dtype=int64), 'image_07208.jpg': array(6, dtype=int64), 'image_07209.jpg': array(6, dtype=int64), 'image_07210.jpg': array(6, dtype=int64), 'image_07212.jpg': array(6, dtype=int64), 'image_07213.jpg': array(6, dtype=int64), 'image_07214.jpg': array(6, dtype=int64), 'image_07217.jpg': array(6, dtype=int64), 'image_07220.jpg': array(6, dtype=int64), 'image_07221.jpg': array(6, dtype=int64), 'image_07222.jpg': array(6, dtype=int64), 'image_07223.jpg': array(6, dtype=int64), 'image_07224.jpg': array(6, dtype=int64), 'image_07225.jpg': array(6, dtype=int64), 'image_07226.jpg': array(6, dtype=int64), 'image_07227.jpg': array(6, dtype=int64), 'image_07228.jpg': array(6, dtype=int64), 'image_07229.jpg': array(6, dtype=int64), 'image_07230.jpg': array(6, dtype=int64), 'image_07231.jpg': array(6, dtype=int64), 'image_07232.jpg': array(6, dtype=int64), 'image_07233.jpg': array(6, dtype=int64), 'image_08100.jpg': array(6, dtype=int64), 'image_08101.jpg': array(6, dtype=int64), 'image_08102.jpg': array(6, dtype=int64), 'image_08103.jpg': array(6, dtype=int64), 'image_05278.jpg': array(69, dtype=int64), 'image_05279.jpg': array(69, dtype=int64), 'image_05281.jpg': array(69, dtype=int64), 'image_05282.jpg': array(69, dtype=int64), 'image_05283.jpg': array(69, dtype=int64), 'image_05285.jpg': array(69, dtype=int64), 'image_05286.jpg': array(69, dtype=int64), 'image_05287.jpg': array(69, dtype=int64), 'image_05288.jpg': array(69, dtype=int64), 'image_05290.jpg': array(69, dtype=int64), 'image_05291.jpg': array(69, dtype=int64), 'image_05292.jpg': array(69, dtype=int64), 'image_05293.jpg': array(69, dtype=int64), 'image_05294.jpg': array(69, dtype=int64), 'image_05295.jpg': array(69, dtype=int64), 'image_05297.jpg': array(69, dtype=int64), 'image_05298.jpg': array(69, dtype=int64), 'image_05299.jpg': array(69, dtype=int64), 'image_05300.jpg': array(69, dtype=int64), 'image_05301.jpg': array(69, dtype=int64), 'image_05302.jpg': array(69, dtype=int64), 'image_05304.jpg': array(69, dtype=int64), 'image_05305.jpg': array(69, dtype=int64), 'image_05306.jpg': array(69, dtype=int64), 'image_05307.jpg': array(69, dtype=int64), 'image_05309.jpg': array(69, dtype=int64), 'image_05310.jpg': array(69, dtype=int64), 'image_05311.jpg': array(69, dtype=int64), 'image_05312.jpg': array(69, dtype=int64), 'image_05313.jpg': array(69, dtype=int64), 'image_05314.jpg': array(69, dtype=int64), 'image_05315.jpg': array(69, dtype=int64), 'image_05316.jpg': array(69, dtype=int64), 'image_05317.jpg': array(69, dtype=int64), 'image_05318.jpg': array(69, dtype=int64), 'image_05319.jpg': array(69, dtype=int64), 'image_05320.jpg': array(69, dtype=int64), 'image_05322.jpg': array(69, dtype=int64), 'image_05323.jpg': array(69, dtype=int64), 'image_05325.jpg': array(69, dtype=int64), 'image_05327.jpg': array(69, dtype=int64), 'image_05328.jpg': array(69, dtype=int64), 'image_05329.jpg': array(69, dtype=int64), 'image_05332.jpg': array(69, dtype=int64), 'image_05333.jpg': array(69, dtype=int64), 'image_05334.jpg': array(69, dtype=int64), 'image_05335.jpg': array(69, dtype=int64), 'image_05336.jpg': array(69, dtype=int64), 'image_05337.jpg': array(69, dtype=int64), 'image_05338.jpg': array(69, dtype=int64), 'image_05339.jpg': array(69, dtype=int64), 'image_04481.jpg': array(70, dtype=int64), 'image_04483.jpg': array(70, dtype=int64), 'image_04484.jpg': array(70, dtype=int64), 'image_04485.jpg': array(70, dtype=int64), 'image_04486.jpg': array(70, dtype=int64), 'image_04487.jpg': array(70, dtype=int64), 'image_04489.jpg': array(70, dtype=int64), 'image_04490.jpg': array(70, dtype=int64), 'image_04491.jpg': array(70, dtype=int64), 'image_04492.jpg': array(70, dtype=int64), 'image_04493.jpg': array(70, dtype=int64), 'image_04494.jpg': array(70, dtype=int64), 'image_04495.jpg': array(70, dtype=int64), 'image_04496.jpg': array(70, dtype=int64), 'image_04497.jpg': array(70, dtype=int64), 'image_04498.jpg': array(70, dtype=int64), 'image_04499.jpg': array(70, dtype=int64), 'image_04500.jpg': array(70, dtype=int64), 'image_04501.jpg': array(70, dtype=int64), 'image_04503.jpg': array(70, dtype=int64), 'image_04504.jpg': array(70, dtype=int64), 'image_04505.jpg': array(70, dtype=int64), 'image_04506.jpg': array(70, dtype=int64), 'image_04507.jpg': array(70, dtype=int64), 'image_04508.jpg': array(70, dtype=int64), 'image_04509.jpg': array(70, dtype=int64), 'image_04510.jpg': array(70, dtype=int64), 'image_04511.jpg': array(70, dtype=int64), 'image_04516.jpg': array(70, dtype=int64), 'image_04518.jpg': array(70, dtype=int64), 'image_04520.jpg': array(70, dtype=int64), 'image_04521.jpg': array(70, dtype=int64), 'image_04522.jpg': array(70, dtype=int64), 'image_04523.jpg': array(70, dtype=int64), 'image_04525.jpg': array(70, dtype=int64), 'image_04526.jpg': array(70, dtype=int64), 'image_04527.jpg': array(70, dtype=int64), 'image_04528.jpg': array(70, dtype=int64), 'image_04529.jpg': array(70, dtype=int64), 'image_04530.jpg': array(70, dtype=int64), 'image_04531.jpg': array(70, dtype=int64), 'image_04532.jpg': array(70, dtype=int64), 'image_04533.jpg': array(70, dtype=int64), 'image_04534.jpg': array(70, dtype=int64), 'image_04535.jpg': array(70, dtype=int64), 'image_04536.jpg': array(70, dtype=int64), 'image_04537.jpg': array(70, dtype=int64), 'image_04538.jpg': array(70, dtype=int64), 'image_04540.jpg': array(70, dtype=int64), 'image_04541.jpg': array(70, dtype=int64), 'image_04542.jpg': array(70, dtype=int64), 'image_04543.jpg': array(70, dtype=int64), 'image_04544.jpg': array(70, dtype=int64), 'image_04545.jpg': array(70, dtype=int64), 'image_04546.jpg': array(70, dtype=int64), 'image_04547.jpg': array(70, dtype=int64), 'image_04548.jpg': array(70, dtype=int64), 'image_04549.jpg': array(70, dtype=int64), 'image_04550.jpg': array(70, dtype=int64), 'image_04551.jpg': array(70, dtype=int64), 'image_04552.jpg': array(70, dtype=int64), 'image_04553.jpg': array(70, dtype=int64), 'image_04556.jpg': array(70, dtype=int64), 'image_08089.jpg': array(70, dtype=int64), 'image_03545.jpg': array(71, dtype=int64), 'image_03546.jpg': array(71, dtype=int64), 'image_03548.jpg': array(71, dtype=int64), 'image_03549.jpg': array(71, dtype=int64), 'image_03550.jpg': array(71, dtype=int64), 'image_03551.jpg': array(71, dtype=int64), 'image_03552.jpg': array(71, dtype=int64), 'image_03553.jpg': array(71, dtype=int64), 'image_03554.jpg': array(71, dtype=int64), 'image_03555.jpg': array(71, dtype=int64), 'image_03556.jpg': array(71, dtype=int64), 'image_03557.jpg': array(71, dtype=int64), 'image_03558.jpg': array(71, dtype=int64), 'image_03560.jpg': array(71, dtype=int64), 'image_03562.jpg': array(71, dtype=int64), 'image_03563.jpg': array(71, dtype=int64), 'image_03564.jpg': array(71, dtype=int64), 'image_03566.jpg': array(71, dtype=int64), 'image_03567.jpg': array(71, dtype=int64), 'image_03569.jpg': array(71, dtype=int64), 'image_03570.jpg': array(71, dtype=int64), 'image_03571.jpg': array(71, dtype=int64), 'image_03572.jpg': array(71, dtype=int64), 'image_03573.jpg': array(71, dtype=int64), 'image_03574.jpg': array(71, dtype=int64), 'image_03577.jpg': array(71, dtype=int64), 'image_03578.jpg': array(71, dtype=int64), 'image_03579.jpg': array(71, dtype=int64), 'image_03580.jpg': array(71, dtype=int64), 'image_03581.jpg': array(71, dtype=int64), 'image_03582.jpg': array(71, dtype=int64), 'image_03583.jpg': array(71, dtype=int64), 'image_03585.jpg': array(71, dtype=int64), 'image_03586.jpg': array(71, dtype=int64), 'image_03588.jpg': array(71, dtype=int64), 'image_03589.jpg': array(71, dtype=int64), 'image_03590.jpg': array(71, dtype=int64), 'image_03591.jpg': array(71, dtype=int64), 'image_03592.jpg': array(71, dtype=int64), 'image_03594.jpg': array(71, dtype=int64), 'image_03595.jpg': array(71, dtype=int64), 'image_03596.jpg': array(71, dtype=int64), 'image_03597.jpg': array(71, dtype=int64), 'image_03598.jpg': array(71, dtype=int64), 'image_03600.jpg': array(71, dtype=int64), 'image_03601.jpg': array(71, dtype=int64), 'image_03602.jpg': array(71, dtype=int64), 'image_03604.jpg': array(71, dtype=int64), 'image_03605.jpg': array(71, dtype=int64), 'image_03606.jpg': array(71, dtype=int64), 'image_03607.jpg': array(71, dtype=int64), 'image_03608.jpg': array(71, dtype=int64), 'image_03609.jpg': array(71, dtype=int64), 'image_03610.jpg': array(71, dtype=int64), 'image_03611.jpg': array(71, dtype=int64), 'image_03612.jpg': array(71, dtype=int64), 'image_03614.jpg': array(71, dtype=int64), 'image_03615.jpg': array(71, dtype=int64), 'image_03616.jpg': array(71, dtype=int64), 'image_03617.jpg': array(71, dtype=int64), 'image_03618.jpg': array(71, dtype=int64), 'image_03619.jpg': array(71, dtype=int64), 'image_03620.jpg': array(71, dtype=int64), 'image_03621.jpg': array(71, dtype=int64), 'image_03622.jpg': array(71, dtype=int64), 'image_03623.jpg': array(71, dtype=int64), 'image_03626.jpg': array(71, dtype=int64), 'image_03627.jpg': array(71, dtype=int64), 'image_03629.jpg': array(71, dtype=int64), 'image_03630.jpg': array(71, dtype=int64), 'image_03631.jpg': array(71, dtype=int64), 'image_03634.jpg': array(71, dtype=int64), 'image_03636.jpg': array(71, dtype=int64), 'image_03637.jpg': array(71, dtype=int64), 'image_03638.jpg': array(71, dtype=int64), 'image_03639.jpg': array(71, dtype=int64), 'image_03640.jpg': array(71, dtype=int64), 'image_00252.jpg': array(72, dtype=int64), 'image_00253.jpg': array(72, dtype=int64), 'image_00254.jpg': array(72, dtype=int64), 'image_00255.jpg': array(72, dtype=int64), 'image_00256.jpg': array(72, dtype=int64), 'image_00257.jpg': array(72, dtype=int64), 'image_00259.jpg': array(72, dtype=int64), 'image_00261.jpg': array(72, dtype=int64), 'image_00262.jpg': array(72, dtype=int64), 'image_00263.jpg': array(72, dtype=int64), 'image_00264.jpg': array(72, dtype=int64), 'image_00265.jpg': array(72, dtype=int64), 'image_00266.jpg': array(72, dtype=int64), 'image_00267.jpg': array(72, dtype=int64), 'image_00268.jpg': array(72, dtype=int64), 'image_00269.jpg': array(72, dtype=int64), 'image_00270.jpg': array(72, dtype=int64), 'image_00271.jpg': array(72, dtype=int64), 'image_00272.jpg': array(72, dtype=int64), 'image_00273.jpg': array(72, dtype=int64), 'image_00274.jpg': array(72, dtype=int64), 'image_00276.jpg': array(72, dtype=int64), 'image_00278.jpg': array(72, dtype=int64), 'image_00279.jpg': array(72, dtype=int64), 'image_00281.jpg': array(72, dtype=int64), 'image_00283.jpg': array(72, dtype=int64), 'image_00285.jpg': array(72, dtype=int64), 'image_00286.jpg': array(72, dtype=int64), 'image_00287.jpg': array(72, dtype=int64), 'image_00289.jpg': array(72, dtype=int64), 'image_00290.jpg': array(72, dtype=int64), 'image_00292.jpg': array(72, dtype=int64), 'image_00293.jpg': array(72, dtype=int64), 'image_00296.jpg': array(72, dtype=int64), 'image_00297.jpg': array(72, dtype=int64), 'image_00298.jpg': array(72, dtype=int64), 'image_00299.jpg': array(72, dtype=int64), 'image_00300.jpg': array(72, dtype=int64), 'image_00301.jpg': array(72, dtype=int64), 'image_00304.jpg': array(72, dtype=int64), 'image_00305.jpg': array(72, dtype=int64), 'image_00306.jpg': array(72, dtype=int64), 'image_00307.jpg': array(72, dtype=int64), 'image_00308.jpg': array(72, dtype=int64), 'image_00309.jpg': array(72, dtype=int64), 'image_00310.jpg': array(72, dtype=int64), 'image_00311.jpg': array(72, dtype=int64), 'image_00312.jpg': array(72, dtype=int64), 'image_00313.jpg': array(72, dtype=int64), 'image_00314.jpg': array(72, dtype=int64), 'image_00315.jpg': array(72, dtype=int64), 'image_00316.jpg': array(72, dtype=int64), 'image_00317.jpg': array(72, dtype=int64), 'image_00318.jpg': array(72, dtype=int64), 'image_00321.jpg': array(72, dtype=int64), 'image_00322.jpg': array(72, dtype=int64), 'image_00323.jpg': array(72, dtype=int64), 'image_00325.jpg': array(72, dtype=int64), 'image_00326.jpg': array(72, dtype=int64), 'image_00327.jpg': array(72, dtype=int64), 'image_00328.jpg': array(72, dtype=int64), 'image_00331.jpg': array(72, dtype=int64), 'image_00332.jpg': array(72, dtype=int64), 'image_00333.jpg': array(72, dtype=int64), 'image_00334.jpg': array(72, dtype=int64), 'image_00336.jpg': array(72, dtype=int64), 'image_00338.jpg': array(72, dtype=int64), 'image_00339.jpg': array(72, dtype=int64), 'image_00340.jpg': array(72, dtype=int64), 'image_00341.jpg': array(72, dtype=int64), 'image_00342.jpg': array(72, dtype=int64), 'image_00343.jpg': array(72, dtype=int64), 'image_00344.jpg': array(72, dtype=int64), 'image_00346.jpg': array(72, dtype=int64), 'image_00347.jpg': array(72, dtype=int64), 'image_00348.jpg': array(72, dtype=int64), 'image_00350.jpg': array(72, dtype=int64), 'image_00351.jpg': array(72, dtype=int64), 'image_00355.jpg': array(72, dtype=int64), 'image_00357.jpg': array(72, dtype=int64), 'image_00358.jpg': array(72, dtype=int64), 'image_00359.jpg': array(72, dtype=int64), 'image_00360.jpg': array(72, dtype=int64), 'image_00361.jpg': array(72, dtype=int64), 'image_00362.jpg': array(72, dtype=int64), 'image_00363.jpg': array(72, dtype=int64), 'image_00364.jpg': array(72, dtype=int64), 'image_00367.jpg': array(72, dtype=int64), 'image_00368.jpg': array(72, dtype=int64), 'image_00370.jpg': array(72, dtype=int64), 'image_00371.jpg': array(72, dtype=int64), 'image_00372.jpg': array(72, dtype=int64), 'image_00373.jpg': array(72, dtype=int64), 'image_00374.jpg': array(72, dtype=int64), 'image_00375.jpg': array(72, dtype=int64), 'image_00376.jpg': array(72, dtype=int64), 'image_00377.jpg': array(72, dtype=int64), 'image_00379.jpg': array(72, dtype=int64), 'image_00380.jpg': array(72, dtype=int64), 'image_00382.jpg': array(72, dtype=int64), 'image_00383.jpg': array(72, dtype=int64), 'image_00384.jpg': array(72, dtype=int64), 'image_00385.jpg': array(72, dtype=int64), 'image_00386.jpg': array(72, dtype=int64), 'image_00388.jpg': array(72, dtype=int64), 'image_00390.jpg': array(72, dtype=int64), 'image_00391.jpg': array(72, dtype=int64), 'image_00392.jpg': array(72, dtype=int64), 'image_00393.jpg': array(72, dtype=int64), 'image_00395.jpg': array(72, dtype=int64), 'image_00396.jpg': array(72, dtype=int64), 'image_00397.jpg': array(72, dtype=int64), 'image_00398.jpg': array(72, dtype=int64), 'image_00399.jpg': array(72, dtype=int64), 'image_00403.jpg': array(72, dtype=int64), 'image_00404.jpg': array(72, dtype=int64), 'image_00405.jpg': array(72, dtype=int64), 'image_00406.jpg': array(72, dtype=int64), 'image_00407.jpg': array(72, dtype=int64), 'image_00408.jpg': array(72, dtype=int64), 'image_00410.jpg': array(72, dtype=int64), 'image_00411.jpg': array(72, dtype=int64), 'image_00412.jpg': array(72, dtype=int64), 'image_00413.jpg': array(72, dtype=int64), 'image_00414.jpg': array(72, dtype=int64), 'image_00416.jpg': array(72, dtype=int64), 'image_00417.jpg': array(72, dtype=int64), 'image_00418.jpg': array(72, dtype=int64), 'image_00419.jpg': array(72, dtype=int64), 'image_00420.jpg': array(72, dtype=int64), 'image_00422.jpg': array(72, dtype=int64), 'image_00423.jpg': array(72, dtype=int64), 'image_00425.jpg': array(72, dtype=int64), 'image_00427.jpg': array(72, dtype=int64), 'image_00428.jpg': array(72, dtype=int64), 'image_00429.jpg': array(72, dtype=int64), 'image_00430.jpg': array(72, dtype=int64), 'image_00431.jpg': array(72, dtype=int64), 'image_00433.jpg': array(72, dtype=int64), 'image_00434.jpg': array(72, dtype=int64), 'image_00435.jpg': array(72, dtype=int64), 'image_00437.jpg': array(72, dtype=int64), 'image_00438.jpg': array(72, dtype=int64), 'image_00439.jpg': array(72, dtype=int64), 'image_00441.jpg': array(72, dtype=int64), 'image_00443.jpg': array(72, dtype=int64), 'image_00444.jpg': array(72, dtype=int64), 'image_01143.jpg': array(73, dtype=int64), 'image_01144.jpg': array(73, dtype=int64), 'image_01145.jpg': array(73, dtype=int64), 'image_01146.jpg': array(73, dtype=int64), 'image_01147.jpg': array(73, dtype=int64), 'image_01148.jpg': array(73, dtype=int64), 'image_01150.jpg': array(73, dtype=int64), 'image_01152.jpg': array(73, dtype=int64), 'image_01153.jpg': array(73, dtype=int64), 'image_01154.jpg': array(73, dtype=int64), 'image_01155.jpg': array(73, dtype=int64), 'image_01156.jpg': array(73, dtype=int64), 'image_01158.jpg': array(73, dtype=int64), 'image_01159.jpg': array(73, dtype=int64), 'image_01160.jpg': array(73, dtype=int64), 'image_01161.jpg': array(73, dtype=int64), 'image_01162.jpg': array(73, dtype=int64), 'image_01163.jpg': array(73, dtype=int64), 'image_01164.jpg': array(73, dtype=int64), 'image_01166.jpg': array(73, dtype=int64), 'image_01167.jpg': array(73, dtype=int64), 'image_01168.jpg': array(73, dtype=int64), 'image_01169.jpg': array(73, dtype=int64), 'image_01170.jpg': array(73, dtype=int64), 'image_01171.jpg': array(73, dtype=int64), 'image_01172.jpg': array(73, dtype=int64), 'image_01174.jpg': array(73, dtype=int64), 'image_01176.jpg': array(73, dtype=int64), 'image_01177.jpg': array(73, dtype=int64), 'image_01178.jpg': array(73, dtype=int64), 'image_01179.jpg': array(73, dtype=int64), 'image_01180.jpg': array(73, dtype=int64), 'image_01181.jpg': array(73, dtype=int64), 'image_01182.jpg': array(73, dtype=int64), 'image_01183.jpg': array(73, dtype=int64), 'image_01184.jpg': array(73, dtype=int64), 'image_01185.jpg': array(73, dtype=int64), 'image_01186.jpg': array(73, dtype=int64), 'image_01187.jpg': array(73, dtype=int64), 'image_01188.jpg': array(73, dtype=int64), 'image_01189.jpg': array(73, dtype=int64), 'image_01193.jpg': array(73, dtype=int64), 'image_01194.jpg': array(73, dtype=int64), 'image_01195.jpg': array(73, dtype=int64), 'image_01196.jpg': array(73, dtype=int64), 'image_01197.jpg': array(73, dtype=int64), 'image_01198.jpg': array(73, dtype=int64), 'image_01199.jpg': array(73, dtype=int64), 'image_01201.jpg': array(73, dtype=int64), 'image_01202.jpg': array(73, dtype=int64), 'image_01203.jpg': array(73, dtype=int64), 'image_01204.jpg': array(73, dtype=int64), 'image_01205.jpg': array(73, dtype=int64), 'image_01206.jpg': array(73, dtype=int64), 'image_01207.jpg': array(73, dtype=int64), 'image_01208.jpg': array(73, dtype=int64), 'image_01210.jpg': array(73, dtype=int64), 'image_01211.jpg': array(73, dtype=int64), 'image_01212.jpg': array(73, dtype=int64), 'image_01214.jpg': array(73, dtype=int64), 'image_01215.jpg': array(73, dtype=int64), 'image_01216.jpg': array(73, dtype=int64), 'image_01217.jpg': array(73, dtype=int64), 'image_01218.jpg': array(73, dtype=int64), 'image_01219.jpg': array(73, dtype=int64), 'image_01220.jpg': array(73, dtype=int64), 'image_01221.jpg': array(73, dtype=int64), 'image_01223.jpg': array(73, dtype=int64), 'image_01224.jpg': array(73, dtype=int64), 'image_01225.jpg': array(73, dtype=int64), 'image_01226.jpg': array(73, dtype=int64), 'image_01227.jpg': array(73, dtype=int64), 'image_01228.jpg': array(73, dtype=int64), 'image_01229.jpg': array(73, dtype=int64), 'image_01230.jpg': array(73, dtype=int64), 'image_01231.jpg': array(73, dtype=int64), 'image_01232.jpg': array(73, dtype=int64), 'image_01233.jpg': array(73, dtype=int64), 'image_01234.jpg': array(73, dtype=int64), 'image_01235.jpg': array(73, dtype=int64), 'image_01236.jpg': array(73, dtype=int64), 'image_01237.jpg': array(73, dtype=int64), 'image_01238.jpg': array(73, dtype=int64), 'image_01239.jpg': array(73, dtype=int64), 'image_01240.jpg': array(73, dtype=int64), 'image_01241.jpg': array(73, dtype=int64), 'image_01242.jpg': array(73, dtype=int64), 'image_01243.jpg': array(73, dtype=int64), 'image_01245.jpg': array(73, dtype=int64), 'image_01246.jpg': array(73, dtype=int64), 'image_01247.jpg': array(73, dtype=int64), 'image_01248.jpg': array(73, dtype=int64), 'image_01250.jpg': array(73, dtype=int64), 'image_01252.jpg': array(73, dtype=int64), 'image_01253.jpg': array(73, dtype=int64), 'image_01255.jpg': array(73, dtype=int64), 'image_01257.jpg': array(73, dtype=int64), 'image_01258.jpg': array(73, dtype=int64), 'image_01259.jpg': array(73, dtype=int64), 'image_01261.jpg': array(73, dtype=int64), 'image_01262.jpg': array(73, dtype=int64), 'image_01263.jpg': array(73, dtype=int64), 'image_01265.jpg': array(73, dtype=int64), 'image_01267.jpg': array(73, dtype=int64), 'image_01268.jpg': array(73, dtype=int64), 'image_01269.jpg': array(73, dtype=int64), 'image_01270.jpg': array(73, dtype=int64), 'image_01272.jpg': array(73, dtype=int64), 'image_01273.jpg': array(73, dtype=int64), 'image_01274.jpg': array(73, dtype=int64), 'image_01275.jpg': array(73, dtype=int64), 'image_01277.jpg': array(73, dtype=int64), 'image_01278.jpg': array(73, dtype=int64), 'image_01279.jpg': array(73, dtype=int64), 'image_01280.jpg': array(73, dtype=int64), 'image_01281.jpg': array(73, dtype=int64), 'image_01282.jpg': array(73, dtype=int64), 'image_01283.jpg': array(73, dtype=int64), 'image_01284.jpg': array(73, dtype=int64), 'image_01285.jpg': array(73, dtype=int64), 'image_01286.jpg': array(73, dtype=int64), 'image_01287.jpg': array(73, dtype=int64), 'image_01289.jpg': array(73, dtype=int64), 'image_01290.jpg': array(73, dtype=int64), 'image_01291.jpg': array(73, dtype=int64), 'image_01292.jpg': array(73, dtype=int64), 'image_01293.jpg': array(73, dtype=int64), 'image_01295.jpg': array(73, dtype=int64), 'image_01296.jpg': array(73, dtype=int64), 'image_01297.jpg': array(73, dtype=int64), 'image_01298.jpg': array(73, dtype=int64), 'image_01299.jpg': array(73, dtype=int64), 'image_01300.jpg': array(73, dtype=int64), 'image_01301.jpg': array(73, dtype=int64), 'image_01302.jpg': array(73, dtype=int64), 'image_01303.jpg': array(73, dtype=int64), 'image_01304.jpg': array(73, dtype=int64), 'image_01306.jpg': array(73, dtype=int64), 'image_01308.jpg': array(73, dtype=int64), 'image_01309.jpg': array(73, dtype=int64), 'image_01311.jpg': array(73, dtype=int64), 'image_01313.jpg': array(73, dtype=int64), 'image_02069.jpg': array(74, dtype=int64), 'image_02070.jpg': array(74, dtype=int64), 'image_02071.jpg': array(74, dtype=int64), 'image_02072.jpg': array(74, dtype=int64), 'image_02073.jpg': array(74, dtype=int64), 'image_02076.jpg': array(74, dtype=int64), 'image_02077.jpg': array(74, dtype=int64), 'image_02079.jpg': array(74, dtype=int64), 'image_02080.jpg': array(74, dtype=int64), 'image_02082.jpg': array(74, dtype=int64), 'image_02083.jpg': array(74, dtype=int64), 'image_02084.jpg': array(74, dtype=int64), 'image_02086.jpg': array(74, dtype=int64), 'image_02087.jpg': array(74, dtype=int64), 'image_02089.jpg': array(74, dtype=int64), 'image_02090.jpg': array(74, dtype=int64), 'image_02091.jpg': array(74, dtype=int64), 'image_02092.jpg': array(74, dtype=int64), 'image_02093.jpg': array(74, dtype=int64), 'image_02094.jpg': array(74, dtype=int64), 'image_02095.jpg': array(74, dtype=int64), 'image_02096.jpg': array(74, dtype=int64), 'image_02097.jpg': array(74, dtype=int64), 'image_02098.jpg': array(74, dtype=int64), 'image_02099.jpg': array(74, dtype=int64), 'image_02101.jpg': array(74, dtype=int64), 'image_02102.jpg': array(74, dtype=int64), 'image_02103.jpg': array(74, dtype=int64), 'image_02105.jpg': array(74, dtype=int64), 'image_02106.jpg': array(74, dtype=int64), 'image_02107.jpg': array(74, dtype=int64), 'image_02108.jpg': array(74, dtype=int64), 'image_02109.jpg': array(74, dtype=int64), 'image_02110.jpg': array(74, dtype=int64), 'image_02112.jpg': array(74, dtype=int64), 'image_02113.jpg': array(74, dtype=int64), 'image_02114.jpg': array(74, dtype=int64), 'image_02116.jpg': array(74, dtype=int64), 'image_02117.jpg': array(74, dtype=int64), 'image_02118.jpg': array(74, dtype=int64), 'image_02120.jpg': array(74, dtype=int64), 'image_02121.jpg': array(74, dtype=int64), 'image_02122.jpg': array(74, dtype=int64), 'image_02123.jpg': array(74, dtype=int64), 'image_02124.jpg': array(74, dtype=int64), 'image_02125.jpg': array(74, dtype=int64), 'image_02126.jpg': array(74, dtype=int64), 'image_02127.jpg': array(74, dtype=int64), 'image_02128.jpg': array(74, dtype=int64), 'image_02129.jpg': array(74, dtype=int64), 'image_02131.jpg': array(74, dtype=int64), 'image_02132.jpg': array(74, dtype=int64), 'image_02134.jpg': array(74, dtype=int64), 'image_02136.jpg': array(74, dtype=int64), 'image_02137.jpg': array(74, dtype=int64), 'image_02138.jpg': array(74, dtype=int64), 'image_02139.jpg': array(74, dtype=int64), 'image_02140.jpg': array(74, dtype=int64), 'image_02142.jpg': array(74, dtype=int64), 'image_02143.jpg': array(74, dtype=int64), 'image_02145.jpg': array(74, dtype=int64), 'image_02146.jpg': array(74, dtype=int64), 'image_02148.jpg': array(74, dtype=int64), 'image_02149.jpg': array(74, dtype=int64), 'image_02150.jpg': array(74, dtype=int64), 'image_02151.jpg': array(74, dtype=int64), 'image_02153.jpg': array(74, dtype=int64), 'image_02156.jpg': array(74, dtype=int64), 'image_02158.jpg': array(74, dtype=int64), 'image_02159.jpg': array(74, dtype=int64), 'image_02160.jpg': array(74, dtype=int64), 'image_02161.jpg': array(74, dtype=int64), 'image_02162.jpg': array(74, dtype=int64), 'image_02163.jpg': array(74, dtype=int64), 'image_02164.jpg': array(74, dtype=int64), 'image_02165.jpg': array(74, dtype=int64), 'image_02166.jpg': array(74, dtype=int64), 'image_02168.jpg': array(74, dtype=int64), 'image_02169.jpg': array(74, dtype=int64), 'image_02170.jpg': array(74, dtype=int64), 'image_02171.jpg': array(74, dtype=int64), 'image_02172.jpg': array(74, dtype=int64), 'image_02173.jpg': array(74, dtype=int64), 'image_02174.jpg': array(74, dtype=int64), 'image_02175.jpg': array(74, dtype=int64), 'image_02176.jpg': array(74, dtype=int64), 'image_02177.jpg': array(74, dtype=int64), 'image_02179.jpg': array(74, dtype=int64), 'image_02180.jpg': array(74, dtype=int64), 'image_02181.jpg': array(74, dtype=int64), 'image_02183.jpg': array(74, dtype=int64), 'image_02184.jpg': array(74, dtype=int64), 'image_02185.jpg': array(74, dtype=int64), 'image_02186.jpg': array(74, dtype=int64), 'image_02187.jpg': array(74, dtype=int64), 'image_02447.jpg': array(75, dtype=int64), 'image_02448.jpg': array(75, dtype=int64), 'image_02449.jpg': array(75, dtype=int64), 'image_02450.jpg': array(75, dtype=int64), 'image_02451.jpg': array(75, dtype=int64), 'image_02452.jpg': array(75, dtype=int64), 'image_02453.jpg': array(75, dtype=int64), 'image_02454.jpg': array(75, dtype=int64), 'image_02455.jpg': array(75, dtype=int64), 'image_02459.jpg': array(75, dtype=int64), 'image_02460.jpg': array(75, dtype=int64), 'image_02461.jpg': array(75, dtype=int64), 'image_02462.jpg': array(75, dtype=int64), 'image_02463.jpg': array(75, dtype=int64), 'image_02464.jpg': array(75, dtype=int64), 'image_02465.jpg': array(75, dtype=int64), 'image_02466.jpg': array(75, dtype=int64), 'image_02468.jpg': array(75, dtype=int64), 'image_02469.jpg': array(75, dtype=int64), 'image_02470.jpg': array(75, dtype=int64), 'image_02471.jpg': array(75, dtype=int64), 'image_02473.jpg': array(75, dtype=int64), 'image_02474.jpg': array(75, dtype=int64), 'image_02476.jpg': array(75, dtype=int64), 'image_02477.jpg': array(75, dtype=int64), 'image_02478.jpg': array(75, dtype=int64), 'image_02480.jpg': array(75, dtype=int64), 'image_02482.jpg': array(75, dtype=int64), 'image_02483.jpg': array(75, dtype=int64), 'image_02486.jpg': array(75, dtype=int64), 'image_02487.jpg': array(75, dtype=int64), 'image_02488.jpg': array(75, dtype=int64), 'image_02489.jpg': array(75, dtype=int64), 'image_02490.jpg': array(75, dtype=int64), 'image_02491.jpg': array(75, dtype=int64), 'image_02492.jpg': array(75, dtype=int64), 'image_02493.jpg': array(75, dtype=int64), 'image_02495.jpg': array(75, dtype=int64), 'image_02497.jpg': array(75, dtype=int64), 'image_02498.jpg': array(75, dtype=int64), 'image_02499.jpg': array(75, dtype=int64), 'image_02500.jpg': array(75, dtype=int64), 'image_02502.jpg': array(75, dtype=int64), 'image_02503.jpg': array(75, dtype=int64), 'image_02505.jpg': array(75, dtype=int64), 'image_02506.jpg': array(75, dtype=int64), 'image_02507.jpg': array(75, dtype=int64), 'image_02508.jpg': array(75, dtype=int64), 'image_02509.jpg': array(75, dtype=int64), 'image_02510.jpg': array(75, dtype=int64), 'image_02511.jpg': array(75, dtype=int64), 'image_02515.jpg': array(75, dtype=int64), 'image_02516.jpg': array(75, dtype=int64), 'image_02517.jpg': array(75, dtype=int64), 'image_02518.jpg': array(75, dtype=int64), 'image_02519.jpg': array(75, dtype=int64), 'image_02520.jpg': array(75, dtype=int64), 'image_02521.jpg': array(75, dtype=int64), 'image_02522.jpg': array(75, dtype=int64), 'image_02524.jpg': array(75, dtype=int64), 'image_02526.jpg': array(75, dtype=int64), 'image_02527.jpg': array(75, dtype=int64), 'image_02528.jpg': array(75, dtype=int64), 'image_02531.jpg': array(75, dtype=int64), 'image_02532.jpg': array(75, dtype=int64), 'image_02533.jpg': array(75, dtype=int64), 'image_02534.jpg': array(75, dtype=int64), 'image_02535.jpg': array(75, dtype=int64), 'image_02536.jpg': array(75, dtype=int64), 'image_02538.jpg': array(75, dtype=int64), 'image_02539.jpg': array(75, dtype=int64), 'image_02540.jpg': array(75, dtype=int64), 'image_02541.jpg': array(75, dtype=int64), 'image_02542.jpg': array(75, dtype=int64), 'image_02543.jpg': array(75, dtype=int64), 'image_02544.jpg': array(75, dtype=int64), 'image_02545.jpg': array(75, dtype=int64), 'image_02546.jpg': array(75, dtype=int64), 'image_02547.jpg': array(75, dtype=int64), 'image_02548.jpg': array(75, dtype=int64), 'image_02549.jpg': array(75, dtype=int64), 'image_02551.jpg': array(75, dtype=int64), 'image_02552.jpg': array(75, dtype=int64), 'image_00001.jpg': array(76, dtype=int64), 'image_00002.jpg': array(76, dtype=int64), 'image_00003.jpg': array(76, dtype=int64), 'image_00004.jpg': array(76, dtype=int64), 'image_00007.jpg': array(76, dtype=int64), 'image_00008.jpg': array(76, dtype=int64), 'image_00009.jpg': array(76, dtype=int64), 'image_00010.jpg': array(76, dtype=int64), 'image_00011.jpg': array(76, dtype=int64), 'image_00012.jpg': array(76, dtype=int64), 'image_00013.jpg': array(76, dtype=int64), 'image_00014.jpg': array(76, dtype=int64), 'image_00015.jpg': array(76, dtype=int64), 'image_00016.jpg': array(76, dtype=int64), 'image_00017.jpg': array(76, dtype=int64), 'image_00018.jpg': array(76, dtype=int64), 'image_00019.jpg': array(76, dtype=int64), 'image_00020.jpg': array(76, dtype=int64), 'image_00021.jpg': array(76, dtype=int64), 'image_00022.jpg': array(76, dtype=int64), 'image_00023.jpg': array(76, dtype=int64), 'image_00026.jpg': array(76, dtype=int64), 'image_00027.jpg': array(76, dtype=int64), 'image_00030.jpg': array(76, dtype=int64), 'image_00031.jpg': array(76, dtype=int64), 'image_00032.jpg': array(76, dtype=int64), 'image_00033.jpg': array(76, dtype=int64), 'image_00034.jpg': array(76, dtype=int64), 'image_00035.jpg': array(76, dtype=int64), 'image_00036.jpg': array(76, dtype=int64), 'image_00037.jpg': array(76, dtype=int64), 'image_00038.jpg': array(76, dtype=int64), 'image_00039.jpg': array(76, dtype=int64), 'image_00040.jpg': array(76, dtype=int64), 'image_00041.jpg': array(76, dtype=int64), 'image_00042.jpg': array(76, dtype=int64), 'image_00043.jpg': array(76, dtype=int64), 'image_00044.jpg': array(76, dtype=int64), 'image_00045.jpg': array(76, dtype=int64), 'image_00046.jpg': array(76, dtype=int64), 'image_00047.jpg': array(76, dtype=int64), 'image_00048.jpg': array(76, dtype=int64), 'image_00049.jpg': array(76, dtype=int64), 'image_00051.jpg': array(76, dtype=int64), 'image_00052.jpg': array(76, dtype=int64), 'image_00053.jpg': array(76, dtype=int64), 'image_00054.jpg': array(76, dtype=int64), 'image_00055.jpg': array(76, dtype=int64), 'image_00056.jpg': array(76, dtype=int64), 'image_00057.jpg': array(76, dtype=int64), 'image_00058.jpg': array(76, dtype=int64), 'image_00062.jpg': array(76, dtype=int64), 'image_00064.jpg': array(76, dtype=int64), 'image_00066.jpg': array(76, dtype=int64), 'image_00067.jpg': array(76, dtype=int64), 'image_00068.jpg': array(76, dtype=int64), 'image_00069.jpg': array(76, dtype=int64), 'image_00070.jpg': array(76, dtype=int64), 'image_00073.jpg': array(76, dtype=int64), 'image_00074.jpg': array(76, dtype=int64), 'image_00075.jpg': array(76, dtype=int64), 'image_00076.jpg': array(76, dtype=int64), 'image_00077.jpg': array(76, dtype=int64), 'image_00079.jpg': array(76, dtype=int64), 'image_00080.jpg': array(76, dtype=int64), 'image_00082.jpg': array(76, dtype=int64), 'image_00083.jpg': array(76, dtype=int64), 'image_00084.jpg': array(76, dtype=int64), 'image_00085.jpg': array(76, dtype=int64), 'image_00086.jpg': array(76, dtype=int64), 'image_00087.jpg': array(76, dtype=int64), 'image_00088.jpg': array(76, dtype=int64), 'image_00089.jpg': array(76, dtype=int64), 'image_00090.jpg': array(76, dtype=int64), 'image_00091.jpg': array(76, dtype=int64), 'image_00093.jpg': array(76, dtype=int64), 'image_00094.jpg': array(76, dtype=int64), 'image_00095.jpg': array(76, dtype=int64), 'image_00096.jpg': array(76, dtype=int64), 'image_00097.jpg': array(76, dtype=int64), 'image_00098.jpg': array(76, dtype=int64), 'image_00100.jpg': array(76, dtype=int64), 'image_00101.jpg': array(76, dtype=int64), 'image_00102.jpg': array(76, dtype=int64), 'image_00103.jpg': array(76, dtype=int64), 'image_00105.jpg': array(76, dtype=int64), 'image_00106.jpg': array(76, dtype=int64), 'image_00107.jpg': array(76, dtype=int64), 'image_00108.jpg': array(76, dtype=int64), 'image_00109.jpg': array(76, dtype=int64), 'image_00110.jpg': array(76, dtype=int64), 'image_00111.jpg': array(76, dtype=int64), 'image_00113.jpg': array(76, dtype=int64), 'image_00115.jpg': array(76, dtype=int64), 'image_00117.jpg': array(76, dtype=int64), 'image_00118.jpg': array(76, dtype=int64), 'image_00119.jpg': array(76, dtype=int64), 'image_00120.jpg': array(76, dtype=int64), 'image_00121.jpg': array(76, dtype=int64), 'image_00122.jpg': array(76, dtype=int64), 'image_00123.jpg': array(76, dtype=int64), 'image_00124.jpg': array(76, dtype=int64), 'image_00125.jpg': array(76, dtype=int64), 'image_00126.jpg': array(76, dtype=int64), 'image_00127.jpg': array(76, dtype=int64), 'image_00128.jpg': array(76, dtype=int64), 'image_00129.jpg': array(76, dtype=int64), 'image_00130.jpg': array(76, dtype=int64), 'image_00131.jpg': array(76, dtype=int64), 'image_00133.jpg': array(76, dtype=int64), 'image_00134.jpg': array(76, dtype=int64), 'image_00135.jpg': array(76, dtype=int64), 'image_00136.jpg': array(76, dtype=int64), 'image_00138.jpg': array(76, dtype=int64), 'image_00139.jpg': array(76, dtype=int64), 'image_00140.jpg': array(76, dtype=int64), 'image_00141.jpg': array(76, dtype=int64), 'image_00142.jpg': array(76, dtype=int64), 'image_00144.jpg': array(76, dtype=int64), 'image_00145.jpg': array(76, dtype=int64), 'image_00146.jpg': array(76, dtype=int64), 'image_00147.jpg': array(76, dtype=int64), 'image_00148.jpg': array(76, dtype=int64), 'image_00149.jpg': array(76, dtype=int64), 'image_00150.jpg': array(76, dtype=int64), 'image_00151.jpg': array(76, dtype=int64), 'image_00152.jpg': array(76, dtype=int64), 'image_00153.jpg': array(76, dtype=int64), 'image_00154.jpg': array(76, dtype=int64), 'image_00155.jpg': array(76, dtype=int64), 'image_00156.jpg': array(76, dtype=int64), 'image_00157.jpg': array(76, dtype=int64), 'image_00158.jpg': array(76, dtype=int64), 'image_00159.jpg': array(76, dtype=int64), 'image_00161.jpg': array(76, dtype=int64), 'image_00162.jpg': array(76, dtype=int64), 'image_00163.jpg': array(76, dtype=int64), 'image_00164.jpg': array(76, dtype=int64), 'image_00165.jpg': array(76, dtype=int64), 'image_00166.jpg': array(76, dtype=int64), 'image_00167.jpg': array(76, dtype=int64), 'image_00168.jpg': array(76, dtype=int64), 'image_00169.jpg': array(76, dtype=int64), 'image_00170.jpg': array(76, dtype=int64), 'image_00171.jpg': array(76, dtype=int64), 'image_00172.jpg': array(76, dtype=int64), 'image_00173.jpg': array(76, dtype=int64), 'image_00175.jpg': array(76, dtype=int64), 'image_00179.jpg': array(76, dtype=int64), 'image_00180.jpg': array(76, dtype=int64), 'image_00181.jpg': array(76, dtype=int64), 'image_00182.jpg': array(76, dtype=int64), 'image_00183.jpg': array(76, dtype=int64), 'image_00184.jpg': array(76, dtype=int64), 'image_00185.jpg': array(76, dtype=int64), 'image_00186.jpg': array(76, dtype=int64), 'image_00189.jpg': array(76, dtype=int64), 'image_00190.jpg': array(76, dtype=int64), 'image_00192.jpg': array(76, dtype=int64), 'image_00193.jpg': array(76, dtype=int64), 'image_00194.jpg': array(76, dtype=int64), 'image_00195.jpg': array(76, dtype=int64), 'image_00196.jpg': array(76, dtype=int64), 'image_00197.jpg': array(76, dtype=int64), 'image_00198.jpg': array(76, dtype=int64), 'image_00199.jpg': array(76, dtype=int64), 'image_00201.jpg': array(76, dtype=int64), 'image_00205.jpg': array(76, dtype=int64), 'image_00206.jpg': array(76, dtype=int64), 'image_00207.jpg': array(76, dtype=int64), 'image_00208.jpg': array(76, dtype=int64), 'image_00209.jpg': array(76, dtype=int64), 'image_00210.jpg': array(76, dtype=int64), 'image_00211.jpg': array(76, dtype=int64), 'image_00213.jpg': array(76, dtype=int64), 'image_00214.jpg': array(76, dtype=int64), 'image_00215.jpg': array(76, dtype=int64), 'image_00216.jpg': array(76, dtype=int64), 'image_00217.jpg': array(76, dtype=int64), 'image_00219.jpg': array(76, dtype=int64), 'image_00220.jpg': array(76, dtype=int64), 'image_00221.jpg': array(76, dtype=int64), 'image_00223.jpg': array(76, dtype=int64), 'image_00224.jpg': array(76, dtype=int64), 'image_00225.jpg': array(76, dtype=int64), 'image_00226.jpg': array(76, dtype=int64), 'image_00227.jpg': array(76, dtype=int64), 'image_00228.jpg': array(76, dtype=int64), 'image_00229.jpg': array(76, dtype=int64), 'image_00230.jpg': array(76, dtype=int64), 'image_00232.jpg': array(76, dtype=int64), 'image_00233.jpg': array(76, dtype=int64), 'image_00234.jpg': array(76, dtype=int64), 'image_00235.jpg': array(76, dtype=int64), 'image_00236.jpg': array(76, dtype=int64), 'image_00237.jpg': array(76, dtype=int64), 'image_00238.jpg': array(76, dtype=int64), 'image_00240.jpg': array(76, dtype=int64), 'image_00241.jpg': array(76, dtype=int64), 'image_00242.jpg': array(76, dtype=int64), 'image_00243.jpg': array(76, dtype=int64), 'image_00244.jpg': array(76, dtype=int64), 'image_00247.jpg': array(76, dtype=int64), 'image_00249.jpg': array(76, dtype=int64), 'image_00250.jpg': array(76, dtype=int64), 'image_01827.jpg': array(77, dtype=int64), 'image_01828.jpg': array(77, dtype=int64), 'image_01829.jpg': array(77, dtype=int64), 'image_01831.jpg': array(77, dtype=int64), 'image_01832.jpg': array(77, dtype=int64), 'image_01833.jpg': array(77, dtype=int64), 'image_01834.jpg': array(77, dtype=int64), 'image_01835.jpg': array(77, dtype=int64), 'image_01836.jpg': array(77, dtype=int64), 'image_01837.jpg': array(77, dtype=int64), 'image_01838.jpg': array(77, dtype=int64), 'image_01839.jpg': array(77, dtype=int64), 'image_01840.jpg': array(77, dtype=int64), 'image_01841.jpg': array(77, dtype=int64), 'image_01842.jpg': array(77, dtype=int64), 'image_01845.jpg': array(77, dtype=int64), 'image_01846.jpg': array(77, dtype=int64), 'image_01847.jpg': array(77, dtype=int64), 'image_01849.jpg': array(77, dtype=int64), 'image_01850.jpg': array(77, dtype=int64), 'image_01851.jpg': array(77, dtype=int64), 'image_01852.jpg': array(77, dtype=int64), 'image_01853.jpg': array(77, dtype=int64), 'image_01854.jpg': array(77, dtype=int64), 'image_01857.jpg': array(77, dtype=int64), 'image_01858.jpg': array(77, dtype=int64), 'image_01859.jpg': array(77, dtype=int64), 'image_01860.jpg': array(77, dtype=int64), 'image_01861.jpg': array(77, dtype=int64), 'image_01863.jpg': array(77, dtype=int64), 'image_01864.jpg': array(77, dtype=int64), 'image_01865.jpg': array(77, dtype=int64), 'image_01866.jpg': array(77, dtype=int64), 'image_01867.jpg': array(77, dtype=int64), 'image_01868.jpg': array(77, dtype=int64), 'image_01869.jpg': array(77, dtype=int64), 'image_01870.jpg': array(77, dtype=int64), 'image_01871.jpg': array(77, dtype=int64), 'image_01872.jpg': array(77, dtype=int64), 'image_01873.jpg': array(77, dtype=int64), 'image_01875.jpg': array(77, dtype=int64), 'image_01876.jpg': array(77, dtype=int64), 'image_01877.jpg': array(77, dtype=int64), 'image_01878.jpg': array(77, dtype=int64), 'image_01879.jpg': array(77, dtype=int64), 'image_01880.jpg': array(77, dtype=int64), 'image_01881.jpg': array(77, dtype=int64), 'image_01882.jpg': array(77, dtype=int64), 'image_01883.jpg': array(77, dtype=int64), 'image_01884.jpg': array(77, dtype=int64), 'image_01885.jpg': array(77, dtype=int64), 'image_01886.jpg': array(77, dtype=int64), 'image_01887.jpg': array(77, dtype=int64), 'image_01889.jpg': array(77, dtype=int64), 'image_01890.jpg': array(77, dtype=int64), 'image_01891.jpg': array(77, dtype=int64), 'image_01892.jpg': array(77, dtype=int64), 'image_01895.jpg': array(77, dtype=int64), 'image_01896.jpg': array(77, dtype=int64), 'image_01897.jpg': array(77, dtype=int64), 'image_01898.jpg': array(77, dtype=int64), 'image_01899.jpg': array(77, dtype=int64), 'image_01900.jpg': array(77, dtype=int64), 'image_01901.jpg': array(77, dtype=int64), 'image_01902.jpg': array(77, dtype=int64), 'image_01904.jpg': array(77, dtype=int64), 'image_01905.jpg': array(77, dtype=int64), 'image_01906.jpg': array(77, dtype=int64), 'image_01907.jpg': array(77, dtype=int64), 'image_01908.jpg': array(77, dtype=int64), 'image_01909.jpg': array(77, dtype=int64), 'image_01911.jpg': array(77, dtype=int64), 'image_01912.jpg': array(77, dtype=int64), 'image_01913.jpg': array(77, dtype=int64), 'image_01915.jpg': array(77, dtype=int64), 'image_01916.jpg': array(77, dtype=int64), 'image_01917.jpg': array(77, dtype=int64), 'image_01918.jpg': array(77, dtype=int64), 'image_01920.jpg': array(77, dtype=int64), 'image_01921.jpg': array(77, dtype=int64), 'image_01923.jpg': array(77, dtype=int64), 'image_01924.jpg': array(77, dtype=int64), 'image_01925.jpg': array(77, dtype=int64), 'image_01926.jpg': array(77, dtype=int64), 'image_01927.jpg': array(77, dtype=int64), 'image_01930.jpg': array(77, dtype=int64), 'image_01932.jpg': array(77, dtype=int64), 'image_01933.jpg': array(77, dtype=int64), 'image_01934.jpg': array(77, dtype=int64), 'image_01935.jpg': array(77, dtype=int64), 'image_01936.jpg': array(77, dtype=int64), 'image_01939.jpg': array(77, dtype=int64), 'image_01940.jpg': array(77, dtype=int64), 'image_01941.jpg': array(77, dtype=int64), 'image_01942.jpg': array(77, dtype=int64), 'image_01943.jpg': array(77, dtype=int64), 'image_01945.jpg': array(77, dtype=int64), 'image_01946.jpg': array(77, dtype=int64), 'image_01947.jpg': array(77, dtype=int64), 'image_01948.jpg': array(77, dtype=int64), 'image_01950.jpg': array(77, dtype=int64), 'image_01951.jpg': array(77, dtype=int64), 'image_01952.jpg': array(77, dtype=int64), 'image_01954.jpg': array(77, dtype=int64), 'image_01955.jpg': array(77, dtype=int64), 'image_01956.jpg': array(77, dtype=int64), 'image_01957.jpg': array(77, dtype=int64), 'image_01958.jpg': array(77, dtype=int64), 'image_01959.jpg': array(77, dtype=int64), 'image_01960.jpg': array(77, dtype=int64), 'image_01961.jpg': array(77, dtype=int64), 'image_01963.jpg': array(77, dtype=int64), 'image_06693.jpg': array(78, dtype=int64), 'image_06694.jpg': array(78, dtype=int64), 'image_06696.jpg': array(78, dtype=int64), 'image_06697.jpg': array(78, dtype=int64), 'image_06698.jpg': array(78, dtype=int64), 'image_06699.jpg': array(78, dtype=int64), 'image_06700.jpg': array(78, dtype=int64), 'image_06701.jpg': array(78, dtype=int64), 'image_06702.jpg': array(78, dtype=int64), 'image_06703.jpg': array(78, dtype=int64), 'image_06704.jpg': array(78, dtype=int64), 'image_06705.jpg': array(78, dtype=int64), 'image_06706.jpg': array(78, dtype=int64), 'image_06709.jpg': array(78, dtype=int64), 'image_06710.jpg': array(78, dtype=int64), 'image_06711.jpg': array(78, dtype=int64), 'image_06712.jpg': array(78, dtype=int64), 'image_06713.jpg': array(78, dtype=int64), 'image_06714.jpg': array(78, dtype=int64), 'image_06715.jpg': array(78, dtype=int64), 'image_06716.jpg': array(78, dtype=int64), 'image_06717.jpg': array(78, dtype=int64), 'image_06719.jpg': array(78, dtype=int64), 'image_06721.jpg': array(78, dtype=int64), 'image_06722.jpg': array(78, dtype=int64), 'image_06723.jpg': array(78, dtype=int64), 'image_06724.jpg': array(78, dtype=int64), 'image_06725.jpg': array(78, dtype=int64), 'image_06727.jpg': array(78, dtype=int64), 'image_06729.jpg': array(78, dtype=int64), 'image_06730.jpg': array(78, dtype=int64), 'image_06731.jpg': array(78, dtype=int64), 'image_06732.jpg': array(78, dtype=int64), 'image_06733.jpg': array(78, dtype=int64), 'image_03284.jpg': array(7, dtype=int64), 'image_03285.jpg': array(7, dtype=int64), 'image_03286.jpg': array(7, dtype=int64), 'image_03287.jpg': array(7, dtype=int64), 'image_03288.jpg': array(7, dtype=int64), 'image_03289.jpg': array(7, dtype=int64), 'image_03290.jpg': array(7, dtype=int64), 'image_03292.jpg': array(7, dtype=int64), 'image_03293.jpg': array(7, dtype=int64), 'image_03294.jpg': array(7, dtype=int64), 'image_03296.jpg': array(7, dtype=int64), 'image_03297.jpg': array(7, dtype=int64), 'image_03298.jpg': array(7, dtype=int64), 'image_03300.jpg': array(7, dtype=int64), 'image_03301.jpg': array(7, dtype=int64), 'image_03302.jpg': array(7, dtype=int64), 'image_03303.jpg': array(7, dtype=int64), 'image_03304.jpg': array(7, dtype=int64), 'image_03305.jpg': array(7, dtype=int64), 'image_03306.jpg': array(7, dtype=int64), 'image_03307.jpg': array(7, dtype=int64), 'image_03308.jpg': array(7, dtype=int64), 'image_03309.jpg': array(7, dtype=int64), 'image_03310.jpg': array(7, dtype=int64), 'image_03311.jpg': array(7, dtype=int64), 'image_03312.jpg': array(7, dtype=int64), 'image_03315.jpg': array(7, dtype=int64), 'image_03316.jpg': array(7, dtype=int64), 'image_03317.jpg': array(7, dtype=int64), 'image_03318.jpg': array(7, dtype=int64), 'image_03321.jpg': array(7, dtype=int64), 'image_03322.jpg': array(7, dtype=int64), 'image_03323.jpg': array(7, dtype=int64), 'image_03324.jpg': array(7, dtype=int64), 'image_03325.jpg': array(7, dtype=int64), 'image_03326.jpg': array(7, dtype=int64), 'image_03327.jpg': array(7, dtype=int64), 'image_03328.jpg': array(7, dtype=int64), 'image_03329.jpg': array(7, dtype=int64), 'image_03331.jpg': array(7, dtype=int64), 'image_03332.jpg': array(7, dtype=int64), 'image_03333.jpg': array(7, dtype=int64), 'image_03334.jpg': array(7, dtype=int64), 'image_03335.jpg': array(7, dtype=int64), 'image_03336.jpg': array(7, dtype=int64), 'image_03337.jpg': array(7, dtype=int64), 'image_03338.jpg': array(7, dtype=int64), 'image_03339.jpg': array(7, dtype=int64), 'image_03340.jpg': array(7, dtype=int64), 'image_03341.jpg': array(7, dtype=int64), 'image_03343.jpg': array(7, dtype=int64), 'image_03344.jpg': array(7, dtype=int64), 'image_03345.jpg': array(7, dtype=int64), 'image_03346.jpg': array(7, dtype=int64), 'image_03348.jpg': array(7, dtype=int64), 'image_03350.jpg': array(7, dtype=int64), 'image_03351.jpg': array(7, dtype=int64), 'image_03352.jpg': array(7, dtype=int64), 'image_03353.jpg': array(7, dtype=int64), 'image_03354.jpg': array(7, dtype=int64), 'image_03355.jpg': array(7, dtype=int64), 'image_03356.jpg': array(7, dtype=int64), 'image_03358.jpg': array(7, dtype=int64), 'image_03360.jpg': array(7, dtype=int64), 'image_03361.jpg': array(7, dtype=int64), 'image_03362.jpg': array(7, dtype=int64), 'image_03363.jpg': array(7, dtype=int64), 'image_03365.jpg': array(7, dtype=int64), 'image_03367.jpg': array(7, dtype=int64), 'image_03368.jpg': array(7, dtype=int64), 'image_01964.jpg': array(79, dtype=int64), 'image_01965.jpg': array(79, dtype=int64), 'image_01966.jpg': array(79, dtype=int64), 'image_01967.jpg': array(79, dtype=int64), 'image_01968.jpg': array(79, dtype=int64), 'image_01969.jpg': array(79, dtype=int64), 'image_01970.jpg': array(79, dtype=int64), 'image_01971.jpg': array(79, dtype=int64), 'image_01973.jpg': array(79, dtype=int64), 'image_01974.jpg': array(79, dtype=int64), 'image_01976.jpg': array(79, dtype=int64), 'image_01977.jpg': array(79, dtype=int64), 'image_01978.jpg': array(79, dtype=int64), 'image_01980.jpg': array(79, dtype=int64), 'image_01981.jpg': array(79, dtype=int64), 'image_01982.jpg': array(79, dtype=int64), 'image_01984.jpg': array(79, dtype=int64), 'image_01985.jpg': array(79, dtype=int64), 'image_01986.jpg': array(79, dtype=int64), 'image_01987.jpg': array(79, dtype=int64), 'image_01988.jpg': array(79, dtype=int64), 'image_01994.jpg': array(79, dtype=int64), 'image_01995.jpg': array(79, dtype=int64), 'image_01997.jpg': array(79, dtype=int64), 'image_01998.jpg': array(79, dtype=int64), 'image_01999.jpg': array(79, dtype=int64), 'image_02000.jpg': array(79, dtype=int64), 'image_02001.jpg': array(79, dtype=int64), 'image_02002.jpg': array(79, dtype=int64), 'image_02003.jpg': array(79, dtype=int64), 'image_02004.jpg': array(79, dtype=int64), 'image_02006.jpg': array(79, dtype=int64), 'image_02007.jpg': array(79, dtype=int64), 'image_02008.jpg': array(79, dtype=int64), 'image_02009.jpg': array(79, dtype=int64), 'image_02010.jpg': array(79, dtype=int64), 'image_02012.jpg': array(79, dtype=int64), 'image_02013.jpg': array(79, dtype=int64), 'image_02014.jpg': array(79, dtype=int64), 'image_02015.jpg': array(79, dtype=int64), 'image_02016.jpg': array(79, dtype=int64), 'image_02018.jpg': array(79, dtype=int64), 'image_02019.jpg': array(79, dtype=int64), 'image_02022.jpg': array(79, dtype=int64), 'image_02024.jpg': array(79, dtype=int64), 'image_02025.jpg': array(79, dtype=int64), 'image_02026.jpg': array(79, dtype=int64), 'image_02027.jpg': array(79, dtype=int64), 'image_02028.jpg': array(79, dtype=int64), 'image_02029.jpg': array(79, dtype=int64), 'image_02030.jpg': array(79, dtype=int64), 'image_02031.jpg': array(79, dtype=int64), 'image_02032.jpg': array(79, dtype=int64), 'image_02033.jpg': array(79, dtype=int64), 'image_02034.jpg': array(79, dtype=int64), 'image_02035.jpg': array(79, dtype=int64), 'image_02036.jpg': array(79, dtype=int64), 'image_02037.jpg': array(79, dtype=int64), 'image_02038.jpg': array(79, dtype=int64), 'image_02039.jpg': array(79, dtype=int64), 'image_02040.jpg': array(79, dtype=int64), 'image_02043.jpg': array(79, dtype=int64), 'image_02044.jpg': array(79, dtype=int64), 'image_02045.jpg': array(79, dtype=int64), 'image_02046.jpg': array(79, dtype=int64), 'image_02047.jpg': array(79, dtype=int64), 'image_02048.jpg': array(79, dtype=int64), 'image_02052.jpg': array(79, dtype=int64), 'image_02053.jpg': array(79, dtype=int64), 'image_02054.jpg': array(79, dtype=int64), 'image_02056.jpg': array(79, dtype=int64), 'image_02057.jpg': array(79, dtype=int64), 'image_02058.jpg': array(79, dtype=int64), 'image_02059.jpg': array(79, dtype=int64), 'image_02060.jpg': array(79, dtype=int64), 'image_02061.jpg': array(79, dtype=int64), 'image_02063.jpg': array(79, dtype=int64), 'image_02064.jpg': array(79, dtype=int64), 'image_02065.jpg': array(79, dtype=int64), 'image_02066.jpg': array(79, dtype=int64), 'image_02067.jpg': array(79, dtype=int64), 'image_02068.jpg': array(79, dtype=int64), 'image_00781.jpg': array(80, dtype=int64), 'image_00782.jpg': array(80, dtype=int64), 'image_00783.jpg': array(80, dtype=int64), 'image_00785.jpg': array(80, dtype=int64), 'image_00786.jpg': array(80, dtype=int64), 'image_00787.jpg': array(80, dtype=int64), 'image_00788.jpg': array(80, dtype=int64), 'image_00789.jpg': array(80, dtype=int64), 'image_00790.jpg': array(80, dtype=int64), 'image_00791.jpg': array(80, dtype=int64), 'image_00792.jpg': array(80, dtype=int64), 'image_00793.jpg': array(80, dtype=int64), 'image_00794.jpg': array(80, dtype=int64), 'image_00795.jpg': array(80, dtype=int64), 'image_00796.jpg': array(80, dtype=int64), 'image_00797.jpg': array(80, dtype=int64), 'image_00799.jpg': array(80, dtype=int64), 'image_00800.jpg': array(80, dtype=int64), 'image_00801.jpg': array(80, dtype=int64), 'image_00802.jpg': array(80, dtype=int64), 'image_00803.jpg': array(80, dtype=int64), 'image_00804.jpg': array(80, dtype=int64), 'image_00805.jpg': array(80, dtype=int64), 'image_00806.jpg': array(80, dtype=int64), 'image_00807.jpg': array(80, dtype=int64), 'image_00808.jpg': array(80, dtype=int64), 'image_00810.jpg': array(80, dtype=int64), 'image_00811.jpg': array(80, dtype=int64), 'image_00812.jpg': array(80, dtype=int64), 'image_00813.jpg': array(80, dtype=int64), 'image_00816.jpg': array(80, dtype=int64), 'image_00817.jpg': array(80, dtype=int64), 'image_00819.jpg': array(80, dtype=int64), 'image_00821.jpg': array(80, dtype=int64), 'image_00822.jpg': array(80, dtype=int64), 'image_00823.jpg': array(80, dtype=int64), 'image_00824.jpg': array(80, dtype=int64), 'image_00827.jpg': array(80, dtype=int64), 'image_00829.jpg': array(80, dtype=int64), 'image_00830.jpg': array(80, dtype=int64), 'image_00831.jpg': array(80, dtype=int64), 'image_00832.jpg': array(80, dtype=int64), 'image_00834.jpg': array(80, dtype=int64), 'image_00835.jpg': array(80, dtype=int64), 'image_00836.jpg': array(80, dtype=int64), 'image_00837.jpg': array(80, dtype=int64), 'image_00838.jpg': array(80, dtype=int64), 'image_00839.jpg': array(80, dtype=int64), 'image_00840.jpg': array(80, dtype=int64), 'image_00841.jpg': array(80, dtype=int64), 'image_00842.jpg': array(80, dtype=int64), 'image_00843.jpg': array(80, dtype=int64), 'image_00844.jpg': array(80, dtype=int64), 'image_00845.jpg': array(80, dtype=int64), 'image_00846.jpg': array(80, dtype=int64), 'image_00847.jpg': array(80, dtype=int64), 'image_00849.jpg': array(80, dtype=int64), 'image_00850.jpg': array(80, dtype=int64), 'image_00851.jpg': array(80, dtype=int64), 'image_00852.jpg': array(80, dtype=int64), 'image_00854.jpg': array(80, dtype=int64), 'image_00855.jpg': array(80, dtype=int64), 'image_00856.jpg': array(80, dtype=int64), 'image_00857.jpg': array(80, dtype=int64), 'image_00858.jpg': array(80, dtype=int64), 'image_00861.jpg': array(80, dtype=int64), 'image_00862.jpg': array(80, dtype=int64), 'image_00864.jpg': array(80, dtype=int64), 'image_00865.jpg': array(80, dtype=int64), 'image_00866.jpg': array(80, dtype=int64), 'image_00867.jpg': array(80, dtype=int64), 'image_00868.jpg': array(80, dtype=int64), 'image_00870.jpg': array(80, dtype=int64), 'image_00871.jpg': array(80, dtype=int64), 'image_00872.jpg': array(80, dtype=int64), 'image_00873.jpg': array(80, dtype=int64), 'image_00874.jpg': array(80, dtype=int64), 'image_00875.jpg': array(80, dtype=int64), 'image_00876.jpg': array(80, dtype=int64), 'image_00877.jpg': array(80, dtype=int64), 'image_00878.jpg': array(80, dtype=int64), 'image_00879.jpg': array(80, dtype=int64), 'image_00880.jpg': array(80, dtype=int64), 'image_00881.jpg': array(80, dtype=int64), 'image_00882.jpg': array(80, dtype=int64), 'image_00883.jpg': array(80, dtype=int64), 'image_00884.jpg': array(80, dtype=int64), 'image_00885.jpg': array(80, dtype=int64), 'image_00886.jpg': array(80, dtype=int64), 'image_00887.jpg': array(80, dtype=int64), 'image_00889.jpg': array(80, dtype=int64), 'image_00890.jpg': array(80, dtype=int64), 'image_00891.jpg': array(80, dtype=int64), 'image_00894.jpg': array(80, dtype=int64), 'image_00897.jpg': array(80, dtype=int64), 'image_00899.jpg': array(80, dtype=int64), 'image_00900.jpg': array(80, dtype=int64), 'image_00901.jpg': array(80, dtype=int64), 'image_00902.jpg': array(80, dtype=int64), 'image_00905.jpg': array(80, dtype=int64), 'image_00906.jpg': array(80, dtype=int64), 'image_00907.jpg': array(80, dtype=int64), 'image_00908.jpg': array(80, dtype=int64), 'image_00910.jpg': array(80, dtype=int64), 'image_00911.jpg': array(80, dtype=int64), 'image_00912.jpg': array(80, dtype=int64), 'image_00913.jpg': array(80, dtype=int64), 'image_00915.jpg': array(80, dtype=int64), 'image_00916.jpg': array(80, dtype=int64), 'image_00917.jpg': array(80, dtype=int64), 'image_00918.jpg': array(80, dtype=int64), 'image_00921.jpg': array(80, dtype=int64), 'image_00922.jpg': array(80, dtype=int64), 'image_00923.jpg': array(80, dtype=int64), 'image_00924.jpg': array(80, dtype=int64), 'image_00925.jpg': array(80, dtype=int64), 'image_00927.jpg': array(80, dtype=int64), 'image_00928.jpg': array(80, dtype=int64), 'image_00929.jpg': array(80, dtype=int64), 'image_00930.jpg': array(80, dtype=int64), 'image_00931.jpg': array(80, dtype=int64), 'image_00932.jpg': array(80, dtype=int64), 'image_00933.jpg': array(80, dtype=int64), 'image_00934.jpg': array(80, dtype=int64), 'image_00935.jpg': array(80, dtype=int64), 'image_00936.jpg': array(80, dtype=int64), 'image_00937.jpg': array(80, dtype=int64), 'image_00938.jpg': array(80, dtype=int64), 'image_00939.jpg': array(80, dtype=int64), 'image_00940.jpg': array(80, dtype=int64), 'image_00941.jpg': array(80, dtype=int64), 'image_00942.jpg': array(80, dtype=int64), 'image_00943.jpg': array(80, dtype=int64), 'image_00944.jpg': array(80, dtype=int64), 'image_00945.jpg': array(80, dtype=int64), 'image_01584.jpg': array(81, dtype=int64), 'image_01585.jpg': array(81, dtype=int64), 'image_01586.jpg': array(81, dtype=int64), 'image_01587.jpg': array(81, dtype=int64), 'image_01588.jpg': array(81, dtype=int64), 'image_01589.jpg': array(81, dtype=int64), 'image_01590.jpg': array(81, dtype=int64), 'image_01591.jpg': array(81, dtype=int64), 'image_01593.jpg': array(81, dtype=int64), 'image_01595.jpg': array(81, dtype=int64), 'image_01597.jpg': array(81, dtype=int64), 'image_01600.jpg': array(81, dtype=int64), 'image_01601.jpg': array(81, dtype=int64), 'image_01602.jpg': array(81, dtype=int64), 'image_01604.jpg': array(81, dtype=int64), 'image_01605.jpg': array(81, dtype=int64), 'image_01606.jpg': array(81, dtype=int64), 'image_01607.jpg': array(81, dtype=int64), 'image_01608.jpg': array(81, dtype=int64), 'image_01611.jpg': array(81, dtype=int64), 'image_01612.jpg': array(81, dtype=int64), 'image_01613.jpg': array(81, dtype=int64), 'image_01615.jpg': array(81, dtype=int64), 'image_01616.jpg': array(81, dtype=int64), 'image_01617.jpg': array(81, dtype=int64), 'image_01619.jpg': array(81, dtype=int64), 'image_01620.jpg': array(81, dtype=int64), 'image_01621.jpg': array(81, dtype=int64), 'image_01622.jpg': array(81, dtype=int64), 'image_01623.jpg': array(81, dtype=int64), 'image_01624.jpg': array(81, dtype=int64), 'image_01626.jpg': array(81, dtype=int64), 'image_01627.jpg': array(81, dtype=int64), 'image_01628.jpg': array(81, dtype=int64), 'image_01629.jpg': array(81, dtype=int64), 'image_01630.jpg': array(81, dtype=int64), 'image_01631.jpg': array(81, dtype=int64), 'image_01632.jpg': array(81, dtype=int64), 'image_01633.jpg': array(81, dtype=int64), 'image_01634.jpg': array(81, dtype=int64), 'image_01635.jpg': array(81, dtype=int64), 'image_01636.jpg': array(81, dtype=int64), 'image_01637.jpg': array(81, dtype=int64), 'image_01638.jpg': array(81, dtype=int64), 'image_01639.jpg': array(81, dtype=int64), 'image_01641.jpg': array(81, dtype=int64), 'image_01642.jpg': array(81, dtype=int64), 'image_01644.jpg': array(81, dtype=int64), 'image_01645.jpg': array(81, dtype=int64), 'image_01646.jpg': array(81, dtype=int64), 'image_01647.jpg': array(81, dtype=int64), 'image_01648.jpg': array(81, dtype=int64), 'image_01651.jpg': array(81, dtype=int64), 'image_01652.jpg': array(81, dtype=int64), 'image_01654.jpg': array(81, dtype=int64), 'image_01655.jpg': array(81, dtype=int64), 'image_01656.jpg': array(81, dtype=int64), 'image_01657.jpg': array(81, dtype=int64), 'image_01660.jpg': array(81, dtype=int64), 'image_01663.jpg': array(81, dtype=int64), 'image_01664.jpg': array(81, dtype=int64), 'image_01665.jpg': array(81, dtype=int64), 'image_01667.jpg': array(81, dtype=int64), 'image_01668.jpg': array(81, dtype=int64), 'image_01669.jpg': array(81, dtype=int64), 'image_01670.jpg': array(81, dtype=int64), 'image_01673.jpg': array(81, dtype=int64), 'image_01674.jpg': array(81, dtype=int64), 'image_01675.jpg': array(81, dtype=int64), 'image_01676.jpg': array(81, dtype=int64), 'image_01677.jpg': array(81, dtype=int64), 'image_01678.jpg': array(81, dtype=int64), 'image_01680.jpg': array(81, dtype=int64), 'image_01681.jpg': array(81, dtype=int64), 'image_01682.jpg': array(81, dtype=int64), 'image_01684.jpg': array(81, dtype=int64), 'image_01687.jpg': array(81, dtype=int64), 'image_01688.jpg': array(81, dtype=int64), 'image_01689.jpg': array(81, dtype=int64), 'image_01692.jpg': array(81, dtype=int64), 'image_01694.jpg': array(81, dtype=int64), 'image_01695.jpg': array(81, dtype=int64), 'image_01696.jpg': array(82, dtype=int64), 'image_01698.jpg': array(82, dtype=int64), 'image_01699.jpg': array(82, dtype=int64), 'image_01700.jpg': array(82, dtype=int64), 'image_01702.jpg': array(82, dtype=int64), 'image_01704.jpg': array(82, dtype=int64), 'image_01705.jpg': array(82, dtype=int64), 'image_01706.jpg': array(82, dtype=int64), 'image_01707.jpg': array(82, dtype=int64), 'image_01708.jpg': array(82, dtype=int64), 'image_01709.jpg': array(82, dtype=int64), 'image_01710.jpg': array(82, dtype=int64), 'image_01711.jpg': array(82, dtype=int64), 'image_01713.jpg': array(82, dtype=int64), 'image_01714.jpg': array(82, dtype=int64), 'image_01715.jpg': array(82, dtype=int64), 'image_01716.jpg': array(82, dtype=int64), 'image_01717.jpg': array(82, dtype=int64), 'image_01718.jpg': array(82, dtype=int64), 'image_01719.jpg': array(82, dtype=int64), 'image_01720.jpg': array(82, dtype=int64), 'image_01721.jpg': array(82, dtype=int64), 'image_01722.jpg': array(82, dtype=int64), 'image_01723.jpg': array(82, dtype=int64), 'image_01724.jpg': array(82, dtype=int64), 'image_01725.jpg': array(82, dtype=int64), 'image_01726.jpg': array(82, dtype=int64), 'image_01727.jpg': array(82, dtype=int64), 'image_01728.jpg': array(82, dtype=int64), 'image_01729.jpg': array(82, dtype=int64), 'image_01730.jpg': array(82, dtype=int64), 'image_01731.jpg': array(82, dtype=int64), 'image_01732.jpg': array(82, dtype=int64), 'image_01733.jpg': array(82, dtype=int64), 'image_01734.jpg': array(82, dtype=int64), 'image_01736.jpg': array(82, dtype=int64), 'image_01738.jpg': array(82, dtype=int64), 'image_01740.jpg': array(82, dtype=int64), 'image_01741.jpg': array(82, dtype=int64), 'image_01743.jpg': array(82, dtype=int64), 'image_01744.jpg': array(82, dtype=int64), 'image_01745.jpg': array(82, dtype=int64), 'image_01746.jpg': array(82, dtype=int64), 'image_01749.jpg': array(82, dtype=int64), 'image_01750.jpg': array(82, dtype=int64), 'image_01751.jpg': array(82, dtype=int64), 'image_01752.jpg': array(82, dtype=int64), 'image_01753.jpg': array(82, dtype=int64), 'image_01754.jpg': array(82, dtype=int64), 'image_01756.jpg': array(82, dtype=int64), 'image_01757.jpg': array(82, dtype=int64), 'image_01758.jpg': array(82, dtype=int64), 'image_01760.jpg': array(82, dtype=int64), 'image_01761.jpg': array(82, dtype=int64), 'image_01762.jpg': array(82, dtype=int64), 'image_01763.jpg': array(82, dtype=int64), 'image_01764.jpg': array(82, dtype=int64), 'image_01767.jpg': array(82, dtype=int64), 'image_01768.jpg': array(82, dtype=int64), 'image_01771.jpg': array(82, dtype=int64), 'image_01772.jpg': array(82, dtype=int64), 'image_01773.jpg': array(82, dtype=int64), 'image_01775.jpg': array(82, dtype=int64), 'image_01776.jpg': array(82, dtype=int64), 'image_01778.jpg': array(82, dtype=int64), 'image_01779.jpg': array(82, dtype=int64), 'image_01781.jpg': array(82, dtype=int64), 'image_01782.jpg': array(82, dtype=int64), 'image_01783.jpg': array(82, dtype=int64), 'image_01784.jpg': array(82, dtype=int64), 'image_01785.jpg': array(82, dtype=int64), 'image_01786.jpg': array(82, dtype=int64), 'image_01788.jpg': array(82, dtype=int64), 'image_01790.jpg': array(82, dtype=int64), 'image_01791.jpg': array(82, dtype=int64), 'image_01792.jpg': array(82, dtype=int64), 'image_01793.jpg': array(82, dtype=int64), 'image_01794.jpg': array(82, dtype=int64), 'image_01795.jpg': array(82, dtype=int64), 'image_01796.jpg': array(82, dtype=int64), 'image_01797.jpg': array(82, dtype=int64), 'image_01798.jpg': array(82, dtype=int64), 'image_01799.jpg': array(82, dtype=int64), 'image_01800.jpg': array(82, dtype=int64), 'image_01801.jpg': array(82, dtype=int64), 'image_01802.jpg': array(82, dtype=int64), 'image_01803.jpg': array(82, dtype=int64), 'image_01804.jpg': array(82, dtype=int64), 'image_01806.jpg': array(82, dtype=int64), 'image_01807.jpg': array(82, dtype=int64), 'image_01808.jpg': array(82, dtype=int64), 'image_01812.jpg': array(82, dtype=int64), 'image_01813.jpg': array(82, dtype=int64), 'image_01814.jpg': array(82, dtype=int64), 'image_01815.jpg': array(82, dtype=int64), 'image_01816.jpg': array(82, dtype=int64), 'image_01819.jpg': array(82, dtype=int64), 'image_01820.jpg': array(82, dtype=int64), 'image_01821.jpg': array(82, dtype=int64), 'image_01822.jpg': array(82, dtype=int64), 'image_01823.jpg': array(82, dtype=int64), 'image_01824.jpg': array(82, dtype=int64), 'image_01825.jpg': array(82, dtype=int64), 'image_01826.jpg': array(82, dtype=int64), 'image_02553.jpg': array(83, dtype=int64), 'image_02554.jpg': array(83, dtype=int64), 'image_02555.jpg': array(83, dtype=int64), 'image_02556.jpg': array(83, dtype=int64), 'image_02558.jpg': array(83, dtype=int64), 'image_02559.jpg': array(83, dtype=int64), 'image_02560.jpg': array(83, dtype=int64), 'image_02561.jpg': array(83, dtype=int64), 'image_02562.jpg': array(83, dtype=int64), 'image_02564.jpg': array(83, dtype=int64), 'image_02565.jpg': array(83, dtype=int64), 'image_02566.jpg': array(83, dtype=int64), 'image_02569.jpg': array(83, dtype=int64), 'image_02570.jpg': array(83, dtype=int64), 'image_02571.jpg': array(83, dtype=int64), 'image_02573.jpg': array(83, dtype=int64), 'image_02575.jpg': array(83, dtype=int64), 'image_02577.jpg': array(83, dtype=int64), 'image_02578.jpg': array(83, dtype=int64), 'image_02579.jpg': array(83, dtype=int64), 'image_02580.jpg': array(83, dtype=int64), 'image_02584.jpg': array(83, dtype=int64), 'image_02585.jpg': array(83, dtype=int64), 'image_02587.jpg': array(83, dtype=int64), 'image_02588.jpg': array(83, dtype=int64), 'image_02589.jpg': array(83, dtype=int64), 'image_02590.jpg': array(83, dtype=int64), 'image_02592.jpg': array(83, dtype=int64), 'image_02593.jpg': array(83, dtype=int64), 'image_02594.jpg': array(83, dtype=int64), 'image_02595.jpg': array(83, dtype=int64), 'image_02596.jpg': array(83, dtype=int64), 'image_02597.jpg': array(83, dtype=int64), 'image_02599.jpg': array(83, dtype=int64), 'image_02600.jpg': array(83, dtype=int64), 'image_02601.jpg': array(83, dtype=int64), 'image_02602.jpg': array(83, dtype=int64), 'image_02603.jpg': array(83, dtype=int64), 'image_02605.jpg': array(83, dtype=int64), 'image_02606.jpg': array(83, dtype=int64), 'image_02607.jpg': array(83, dtype=int64), 'image_02608.jpg': array(83, dtype=int64), 'image_02609.jpg': array(83, dtype=int64), 'image_02611.jpg': array(83, dtype=int64), 'image_02612.jpg': array(83, dtype=int64), 'image_02614.jpg': array(83, dtype=int64), 'image_02616.jpg': array(83, dtype=int64), 'image_02617.jpg': array(83, dtype=int64), 'image_02618.jpg': array(83, dtype=int64), 'image_02619.jpg': array(83, dtype=int64), 'image_02620.jpg': array(83, dtype=int64), 'image_02622.jpg': array(83, dtype=int64), 'image_02623.jpg': array(83, dtype=int64), 'image_02624.jpg': array(83, dtype=int64), 'image_02625.jpg': array(83, dtype=int64), 'image_02626.jpg': array(83, dtype=int64), 'image_02627.jpg': array(83, dtype=int64), 'image_02628.jpg': array(83, dtype=int64), 'image_02629.jpg': array(83, dtype=int64), 'image_02630.jpg': array(83, dtype=int64), 'image_02631.jpg': array(83, dtype=int64), 'image_02632.jpg': array(83, dtype=int64), 'image_02633.jpg': array(83, dtype=int64), 'image_02634.jpg': array(83, dtype=int64), 'image_02636.jpg': array(83, dtype=int64), 'image_02638.jpg': array(83, dtype=int64), 'image_04767.jpg': array(84, dtype=int64), 'image_04768.jpg': array(84, dtype=int64), 'image_04769.jpg': array(84, dtype=int64), 'image_04770.jpg': array(84, dtype=int64), 'image_04771.jpg': array(84, dtype=int64), 'image_04772.jpg': array(84, dtype=int64), 'image_04773.jpg': array(84, dtype=int64), 'image_04774.jpg': array(84, dtype=int64), 'image_04775.jpg': array(84, dtype=int64), 'image_04776.jpg': array(84, dtype=int64), 'image_04777.jpg': array(84, dtype=int64), 'image_04778.jpg': array(84, dtype=int64), 'image_04779.jpg': array(84, dtype=int64), 'image_04780.jpg': array(84, dtype=int64), 'image_04781.jpg': array(84, dtype=int64), 'image_04782.jpg': array(84, dtype=int64), 'image_04783.jpg': array(84, dtype=int64), 'image_04784.jpg': array(84, dtype=int64), 'image_04785.jpg': array(84, dtype=int64), 'image_04787.jpg': array(84, dtype=int64), 'image_04788.jpg': array(84, dtype=int64), 'image_04789.jpg': array(84, dtype=int64), 'image_04790.jpg': array(84, dtype=int64), 'image_04791.jpg': array(84, dtype=int64), 'image_04792.jpg': array(84, dtype=int64), 'image_04793.jpg': array(84, dtype=int64), 'image_04794.jpg': array(84, dtype=int64), 'image_04795.jpg': array(84, dtype=int64), 'image_04796.jpg': array(84, dtype=int64), 'image_04798.jpg': array(84, dtype=int64), 'image_04800.jpg': array(84, dtype=int64), 'image_04802.jpg': array(84, dtype=int64), 'image_04803.jpg': array(84, dtype=int64), 'image_04807.jpg': array(84, dtype=int64), 'image_04811.jpg': array(84, dtype=int64), 'image_04812.jpg': array(84, dtype=int64), 'image_04813.jpg': array(84, dtype=int64), 'image_04815.jpg': array(84, dtype=int64), 'image_04816.jpg': array(84, dtype=int64), 'image_04820.jpg': array(84, dtype=int64), 'image_04821.jpg': array(84, dtype=int64), 'image_04822.jpg': array(84, dtype=int64), 'image_04823.jpg': array(84, dtype=int64), 'image_04824.jpg': array(84, dtype=int64), 'image_04826.jpg': array(84, dtype=int64), 'image_04827.jpg': array(84, dtype=int64), 'image_04828.jpg': array(84, dtype=int64), 'image_07301.jpg': array(84, dtype=int64), 'image_02862.jpg': array(85, dtype=int64), 'image_02863.jpg': array(85, dtype=int64), 'image_02864.jpg': array(85, dtype=int64), 'image_02866.jpg': array(85, dtype=int64), 'image_02867.jpg': array(85, dtype=int64), 'image_02868.jpg': array(85, dtype=int64), 'image_02869.jpg': array(85, dtype=int64), 'image_02870.jpg': array(85, dtype=int64), 'image_02871.jpg': array(85, dtype=int64), 'image_02872.jpg': array(85, dtype=int64), 'image_02874.jpg': array(85, dtype=int64), 'image_02875.jpg': array(85, dtype=int64), 'image_02876.jpg': array(85, dtype=int64), 'image_02877.jpg': array(85, dtype=int64), 'image_02878.jpg': array(85, dtype=int64), 'image_02879.jpg': array(85, dtype=int64), 'image_02880.jpg': array(85, dtype=int64), 'image_02881.jpg': array(85, dtype=int64), 'image_02882.jpg': array(85, dtype=int64), 'image_02883.jpg': array(85, dtype=int64), 'image_02884.jpg': array(85, dtype=int64), 'image_02885.jpg': array(85, dtype=int64), 'image_02886.jpg': array(85, dtype=int64), 'image_02888.jpg': array(85, dtype=int64), 'image_02889.jpg': array(85, dtype=int64), 'image_02890.jpg': array(85, dtype=int64), 'image_02892.jpg': array(85, dtype=int64), 'image_02894.jpg': array(85, dtype=int64), 'image_02895.jpg': array(85, dtype=int64), 'image_02896.jpg': array(85, dtype=int64), 'image_02897.jpg': array(85, dtype=int64), 'image_02898.jpg': array(85, dtype=int64), 'image_02899.jpg': array(85, dtype=int64), 'image_02900.jpg': array(85, dtype=int64), 'image_02902.jpg': array(85, dtype=int64), 'image_02903.jpg': array(85, dtype=int64), 'image_02904.jpg': array(85, dtype=int64), 'image_02905.jpg': array(85, dtype=int64), 'image_02907.jpg': array(85, dtype=int64), 'image_02908.jpg': array(85, dtype=int64), 'image_02911.jpg': array(85, dtype=int64), 'image_02913.jpg': array(85, dtype=int64), 'image_02914.jpg': array(85, dtype=int64), 'image_02915.jpg': array(85, dtype=int64), 'image_02916.jpg': array(85, dtype=int64), 'image_02917.jpg': array(85, dtype=int64), 'image_02918.jpg': array(85, dtype=int64), 'image_02919.jpg': array(85, dtype=int64), 'image_05460.jpg': array(86, dtype=int64), 'image_05461.jpg': array(86, dtype=int64), 'image_05463.jpg': array(86, dtype=int64), 'image_05464.jpg': array(86, dtype=int64), 'image_05465.jpg': array(86, dtype=int64), 'image_05467.jpg': array(86, dtype=int64), 'image_05468.jpg': array(86, dtype=int64), 'image_05470.jpg': array(86, dtype=int64), 'image_05471.jpg': array(86, dtype=int64), 'image_05472.jpg': array(86, dtype=int64), 'image_05473.jpg': array(86, dtype=int64), 'image_05474.jpg': array(86, dtype=int64), 'image_05475.jpg': array(86, dtype=int64), 'image_05476.jpg': array(86, dtype=int64), 'image_05477.jpg': array(86, dtype=int64), 'image_05478.jpg': array(86, dtype=int64), 'image_05479.jpg': array(86, dtype=int64), 'image_05480.jpg': array(86, dtype=int64), 'image_05481.jpg': array(86, dtype=int64), 'image_05482.jpg': array(86, dtype=int64), 'image_05483.jpg': array(86, dtype=int64), 'image_05486.jpg': array(86, dtype=int64), 'image_05489.jpg': array(86, dtype=int64), 'image_05490.jpg': array(86, dtype=int64), 'image_05491.jpg': array(86, dtype=int64), 'image_05492.jpg': array(86, dtype=int64), 'image_05494.jpg': array(86, dtype=int64), 'image_05495.jpg': array(86, dtype=int64), 'image_05496.jpg': array(86, dtype=int64), 'image_05497.jpg': array(86, dtype=int64), 'image_05498.jpg': array(86, dtype=int64), 'image_05499.jpg': array(86, dtype=int64), 'image_05500.jpg': array(86, dtype=int64), 'image_05501.jpg': array(86, dtype=int64), 'image_05503.jpg': array(86, dtype=int64), 'image_05504.jpg': array(86, dtype=int64), 'image_05505.jpg': array(86, dtype=int64), 'image_05506.jpg': array(86, dtype=int64), 'image_05509.jpg': array(86, dtype=int64), 'image_05510.jpg': array(86, dtype=int64), 'image_05511.jpg': array(86, dtype=int64), 'image_05512.jpg': array(86, dtype=int64), 'image_05513.jpg': array(86, dtype=int64), 'image_05514.jpg': array(86, dtype=int64), 'image_05515.jpg': array(86, dtype=int64), 'image_05516.jpg': array(86, dtype=int64), 'image_05517.jpg': array(86, dtype=int64), 'image_05518.jpg': array(86, dtype=int64), 'image_05519.jpg': array(86, dtype=int64), 'image_05521.jpg': array(86, dtype=int64), 'image_05522.jpg': array(86, dtype=int64), 'image_00446.jpg': array(87, dtype=int64), 'image_00447.jpg': array(87, dtype=int64), 'image_00448.jpg': array(87, dtype=int64), 'image_00449.jpg': array(87, dtype=int64), 'image_00450.jpg': array(87, dtype=int64), 'image_00451.jpg': array(87, dtype=int64), 'image_00452.jpg': array(87, dtype=int64), 'image_00453.jpg': array(87, dtype=int64), 'image_00454.jpg': array(87, dtype=int64), 'image_00455.jpg': array(87, dtype=int64), 'image_00456.jpg': array(87, dtype=int64), 'image_00458.jpg': array(87, dtype=int64), 'image_00460.jpg': array(87, dtype=int64), 'image_00462.jpg': array(87, dtype=int64), 'image_00463.jpg': array(87, dtype=int64), 'image_00464.jpg': array(87, dtype=int64), 'image_00465.jpg': array(87, dtype=int64), 'image_00466.jpg': array(87, dtype=int64), 'image_00468.jpg': array(87, dtype=int64), 'image_00469.jpg': array(87, dtype=int64), 'image_00470.jpg': array(87, dtype=int64), 'image_00471.jpg': array(87, dtype=int64), 'image_00472.jpg': array(87, dtype=int64), 'image_00473.jpg': array(87, dtype=int64), 'image_00475.jpg': array(87, dtype=int64), 'image_00476.jpg': array(87, dtype=int64), 'image_00478.jpg': array(87, dtype=int64), 'image_00479.jpg': array(87, dtype=int64), 'image_00480.jpg': array(87, dtype=int64), 'image_00481.jpg': array(87, dtype=int64), 'image_00483.jpg': array(87, dtype=int64), 'image_00484.jpg': array(87, dtype=int64), 'image_00485.jpg': array(87, dtype=int64), 'image_00486.jpg': array(87, dtype=int64), 'image_00487.jpg': array(87, dtype=int64), 'image_00488.jpg': array(87, dtype=int64), 'image_00490.jpg': array(87, dtype=int64), 'image_00491.jpg': array(87, dtype=int64), 'image_00492.jpg': array(87, dtype=int64), 'image_00493.jpg': array(87, dtype=int64), 'image_00494.jpg': array(87, dtype=int64), 'image_00495.jpg': array(87, dtype=int64), 'image_00496.jpg': array(87, dtype=int64), 'image_00497.jpg': array(87, dtype=int64), 'image_00498.jpg': array(87, dtype=int64), 'image_00499.jpg': array(87, dtype=int64), 'image_00500.jpg': array(87, dtype=int64), 'image_00501.jpg': array(87, dtype=int64), 'image_00503.jpg': array(87, dtype=int64), 'image_00504.jpg': array(87, dtype=int64), 'image_00505.jpg': array(87, dtype=int64), 'image_00506.jpg': array(87, dtype=int64), 'image_00507.jpg': array(87, dtype=int64), 'image_00510.jpg': array(87, dtype=int64), 'image_00511.jpg': array(87, dtype=int64), 'image_00513.jpg': array(87, dtype=int64), 'image_00514.jpg': array(87, dtype=int64), 'image_00515.jpg': array(87, dtype=int64), 'image_00517.jpg': array(87, dtype=int64), 'image_00519.jpg': array(87, dtype=int64), 'image_00521.jpg': array(87, dtype=int64), 'image_00522.jpg': array(87, dtype=int64), 'image_00523.jpg': array(87, dtype=int64), 'image_00524.jpg': array(87, dtype=int64), 'image_00525.jpg': array(87, dtype=int64), 'image_00527.jpg': array(87, dtype=int64), 'image_00528.jpg': array(87, dtype=int64), 'image_00529.jpg': array(87, dtype=int64), 'image_00530.jpg': array(87, dtype=int64), 'image_00532.jpg': array(87, dtype=int64), 'image_00534.jpg': array(87, dtype=int64), 'image_00535.jpg': array(87, dtype=int64), 'image_00536.jpg': array(87, dtype=int64), 'image_00537.jpg': array(87, dtype=int64), 'image_00538.jpg': array(87, dtype=int64), 'image_00541.jpg': array(87, dtype=int64), 'image_00543.jpg': array(87, dtype=int64), 'image_00548.jpg': array(87, dtype=int64), 'image_00549.jpg': array(87, dtype=int64), 'image_00550.jpg': array(87, dtype=int64), 'image_00552.jpg': array(87, dtype=int64), 'image_00553.jpg': array(87, dtype=int64), 'image_00555.jpg': array(87, dtype=int64), 'image_00557.jpg': array(87, dtype=int64), 'image_00558.jpg': array(87, dtype=int64), 'image_00559.jpg': array(87, dtype=int64), 'image_00560.jpg': array(87, dtype=int64), 'image_00561.jpg': array(87, dtype=int64), 'image_00562.jpg': array(87, dtype=int64), 'image_00564.jpg': array(87, dtype=int64), 'image_00565.jpg': array(87, dtype=int64), 'image_00566.jpg': array(87, dtype=int64), 'image_00567.jpg': array(87, dtype=int64), 'image_00568.jpg': array(87, dtype=int64), 'image_00569.jpg': array(87, dtype=int64), 'image_00570.jpg': array(87, dtype=int64), 'image_00571.jpg': array(87, dtype=int64), 'image_00572.jpg': array(87, dtype=int64), 'image_00573.jpg': array(87, dtype=int64), 'image_00575.jpg': array(87, dtype=int64), 'image_00576.jpg': array(87, dtype=int64), 'image_00578.jpg': array(87, dtype=int64), 'image_00579.jpg': array(87, dtype=int64), 'image_00580.jpg': array(87, dtype=int64), 'image_00581.jpg': array(87, dtype=int64), 'image_00583.jpg': array(87, dtype=int64), 'image_00586.jpg': array(87, dtype=int64), 'image_00587.jpg': array(87, dtype=int64), 'image_00588.jpg': array(87, dtype=int64), 'image_00589.jpg': array(87, dtype=int64), 'image_00590.jpg': array(87, dtype=int64), 'image_00591.jpg': array(87, dtype=int64), 'image_00592.jpg': array(87, dtype=int64), 'image_00596.jpg': array(87, dtype=int64), 'image_08082.jpg': array(87, dtype=int64), 'image_08083.jpg': array(87, dtype=int64), 'image_00598.jpg': array(88, dtype=int64), 'image_00599.jpg': array(88, dtype=int64), 'image_00600.jpg': array(88, dtype=int64), 'image_00601.jpg': array(88, dtype=int64), 'image_00602.jpg': array(88, dtype=int64), 'image_00603.jpg': array(88, dtype=int64), 'image_00604.jpg': array(88, dtype=int64), 'image_00605.jpg': array(88, dtype=int64), 'image_00606.jpg': array(88, dtype=int64), 'image_00607.jpg': array(88, dtype=int64), 'image_00608.jpg': array(88, dtype=int64), 'image_00609.jpg': array(88, dtype=int64), 'image_00611.jpg': array(88, dtype=int64), 'image_00612.jpg': array(88, dtype=int64), 'image_00613.jpg': array(88, dtype=int64), 'image_00614.jpg': array(88, dtype=int64), 'image_00615.jpg': array(88, dtype=int64), 'image_00616.jpg': array(88, dtype=int64), 'image_00618.jpg': array(88, dtype=int64), 'image_00619.jpg': array(88, dtype=int64), 'image_00620.jpg': array(88, dtype=int64), 'image_00621.jpg': array(88, dtype=int64), 'image_00622.jpg': array(88, dtype=int64), 'image_00625.jpg': array(88, dtype=int64), 'image_00626.jpg': array(88, dtype=int64), 'image_00628.jpg': array(88, dtype=int64), 'image_00629.jpg': array(88, dtype=int64), 'image_00630.jpg': array(88, dtype=int64), 'image_00631.jpg': array(88, dtype=int64), 'image_00632.jpg': array(88, dtype=int64), 'image_00633.jpg': array(88, dtype=int64), 'image_00635.jpg': array(88, dtype=int64), 'image_00636.jpg': array(88, dtype=int64), 'image_00637.jpg': array(88, dtype=int64), 'image_00638.jpg': array(88, dtype=int64), 'image_00639.jpg': array(88, dtype=int64), 'image_00641.jpg': array(88, dtype=int64), 'image_00642.jpg': array(88, dtype=int64), 'image_00643.jpg': array(88, dtype=int64), 'image_00644.jpg': array(88, dtype=int64), 'image_00646.jpg': array(88, dtype=int64), 'image_00647.jpg': array(88, dtype=int64), 'image_00648.jpg': array(88, dtype=int64), 'image_00649.jpg': array(88, dtype=int64), 'image_00650.jpg': array(88, dtype=int64), 'image_00651.jpg': array(88, dtype=int64), 'image_00653.jpg': array(88, dtype=int64), 'image_00655.jpg': array(88, dtype=int64), 'image_00656.jpg': array(88, dtype=int64), 'image_00657.jpg': array(88, dtype=int64), 'image_00658.jpg': array(88, dtype=int64), 'image_00659.jpg': array(88, dtype=int64), 'image_00660.jpg': array(88, dtype=int64), 'image_00661.jpg': array(88, dtype=int64), 'image_00662.jpg': array(88, dtype=int64), 'image_00663.jpg': array(88, dtype=int64), 'image_00664.jpg': array(88, dtype=int64), 'image_00665.jpg': array(88, dtype=int64), 'image_00666.jpg': array(88, dtype=int64), 'image_00667.jpg': array(88, dtype=int64), 'image_00668.jpg': array(88, dtype=int64), 'image_00669.jpg': array(88, dtype=int64), 'image_00670.jpg': array(88, dtype=int64), 'image_00671.jpg': array(88, dtype=int64), 'image_00672.jpg': array(88, dtype=int64), 'image_00673.jpg': array(88, dtype=int64), 'image_00674.jpg': array(88, dtype=int64), 'image_00675.jpg': array(88, dtype=int64), 'image_00677.jpg': array(88, dtype=int64), 'image_00678.jpg': array(88, dtype=int64), 'image_00679.jpg': array(88, dtype=int64), 'image_00680.jpg': array(88, dtype=int64), 'image_00681.jpg': array(88, dtype=int64), 'image_00682.jpg': array(88, dtype=int64), 'image_00683.jpg': array(88, dtype=int64), 'image_00684.jpg': array(88, dtype=int64), 'image_00685.jpg': array(88, dtype=int64), 'image_00686.jpg': array(88, dtype=int64), 'image_00687.jpg': array(88, dtype=int64), 'image_00688.jpg': array(88, dtype=int64), 'image_00689.jpg': array(88, dtype=int64), 'image_00690.jpg': array(88, dtype=int64), 'image_00693.jpg': array(88, dtype=int64), 'image_00694.jpg': array(88, dtype=int64), 'image_00695.jpg': array(88, dtype=int64), 'image_00697.jpg': array(88, dtype=int64), 'image_00698.jpg': array(88, dtype=int64), 'image_00700.jpg': array(88, dtype=int64), 'image_00701.jpg': array(88, dtype=int64), 'image_00702.jpg': array(88, dtype=int64), 'image_00703.jpg': array(88, dtype=int64), 'image_00704.jpg': array(88, dtype=int64), 'image_00705.jpg': array(88, dtype=int64), 'image_00706.jpg': array(88, dtype=int64), 'image_00707.jpg': array(88, dtype=int64), 'image_00709.jpg': array(88, dtype=int64), 'image_00710.jpg': array(88, dtype=int64), 'image_00711.jpg': array(88, dtype=int64), 'image_00712.jpg': array(88, dtype=int64), 'image_00713.jpg': array(88, dtype=int64), 'image_00714.jpg': array(88, dtype=int64), 'image_00715.jpg': array(88, dtype=int64), 'image_00716.jpg': array(88, dtype=int64), 'image_00717.jpg': array(88, dtype=int64), 'image_00718.jpg': array(88, dtype=int64), 'image_00719.jpg': array(88, dtype=int64), 'image_00720.jpg': array(88, dtype=int64), 'image_00721.jpg': array(88, dtype=int64), 'image_00722.jpg': array(88, dtype=int64), 'image_00723.jpg': array(88, dtype=int64), 'image_00725.jpg': array(88, dtype=int64), 'image_00727.jpg': array(88, dtype=int64), 'image_00728.jpg': array(88, dtype=int64), 'image_00729.jpg': array(88, dtype=int64), 'image_00731.jpg': array(88, dtype=int64), 'image_00732.jpg': array(88, dtype=int64), 'image_00733.jpg': array(88, dtype=int64), 'image_00734.jpg': array(88, dtype=int64), 'image_00735.jpg': array(88, dtype=int64), 'image_00736.jpg': array(88, dtype=int64), 'image_00737.jpg': array(88, dtype=int64), 'image_00738.jpg': array(88, dtype=int64), 'image_00739.jpg': array(88, dtype=int64), 'image_00742.jpg': array(88, dtype=int64), 'image_00743.jpg': array(88, dtype=int64), 'image_00744.jpg': array(88, dtype=int64), 'image_00747.jpg': array(88, dtype=int64), 'image_00748.jpg': array(88, dtype=int64), 'image_00750.jpg': array(88, dtype=int64), 'image_00751.jpg': array(88, dtype=int64), 'image_00753.jpg': array(88, dtype=int64), 'image_00754.jpg': array(88, dtype=int64), 'image_00757.jpg': array(88, dtype=int64), 'image_00758.jpg': array(88, dtype=int64), 'image_00760.jpg': array(88, dtype=int64), 'image_00761.jpg': array(88, dtype=int64), 'image_00762.jpg': array(88, dtype=int64), 'image_00765.jpg': array(88, dtype=int64), 'image_00766.jpg': array(88, dtype=int64), 'image_00767.jpg': array(88, dtype=int64), 'image_00768.jpg': array(88, dtype=int64), 'image_00769.jpg': array(88, dtype=int64), 'image_00770.jpg': array(88, dtype=int64), 'image_00771.jpg': array(88, dtype=int64), 'image_00772.jpg': array(88, dtype=int64), 'image_00773.jpg': array(88, dtype=int64), 'image_00774.jpg': array(88, dtype=int64), 'image_00775.jpg': array(88, dtype=int64), 'image_00776.jpg': array(88, dtype=int64), 'image_00777.jpg': array(88, dtype=int64), 'image_00778.jpg': array(88, dtype=int64), 'image_00780.jpg': array(88, dtype=int64), 'image_07284.jpg': array(88, dtype=int64), 'image_06395.jpg': array(8, dtype=int64), 'image_06396.jpg': array(8, dtype=int64), 'image_06397.jpg': array(8, dtype=int64), 'image_06399.jpg': array(8, dtype=int64), 'image_06400.jpg': array(8, dtype=int64), 'image_06401.jpg': array(8, dtype=int64), 'image_06402.jpg': array(8, dtype=int64), 'image_06403.jpg': array(8, dtype=int64), 'image_06404.jpg': array(8, dtype=int64), 'image_06405.jpg': array(8, dtype=int64), 'image_06406.jpg': array(8, dtype=int64), 'image_06407.jpg': array(8, dtype=int64), 'image_06408.jpg': array(8, dtype=int64), 'image_06409.jpg': array(8, dtype=int64), 'image_06411.jpg': array(8, dtype=int64), 'image_06412.jpg': array(8, dtype=int64), 'image_06415.jpg': array(8, dtype=int64), 'image_06416.jpg': array(8, dtype=int64), 'image_06417.jpg': array(8, dtype=int64), 'image_06418.jpg': array(8, dtype=int64), 'image_06419.jpg': array(8, dtype=int64), 'image_06421.jpg': array(8, dtype=int64), 'image_06422.jpg': array(8, dtype=int64), 'image_06423.jpg': array(8, dtype=int64), 'image_06424.jpg': array(8, dtype=int64), 'image_06425.jpg': array(8, dtype=int64), 'image_06426.jpg': array(8, dtype=int64), 'image_06427.jpg': array(8, dtype=int64), 'image_06428.jpg': array(8, dtype=int64), 'image_06429.jpg': array(8, dtype=int64), 'image_06430.jpg': array(8, dtype=int64), 'image_06431.jpg': array(8, dtype=int64), 'image_06432.jpg': array(8, dtype=int64), 'image_06433.jpg': array(8, dtype=int64), 'image_06434.jpg': array(8, dtype=int64), 'image_06435.jpg': array(8, dtype=int64), 'image_06436.jpg': array(8, dtype=int64), 'image_06437.jpg': array(8, dtype=int64), 'image_06438.jpg': array(8, dtype=int64), 'image_06439.jpg': array(8, dtype=int64), 'image_06440.jpg': array(8, dtype=int64), 'image_04401.jpg': array(89, dtype=int64), 'image_04404.jpg': array(89, dtype=int64), 'image_04406.jpg': array(89, dtype=int64), 'image_04408.jpg': array(89, dtype=int64), 'image_04409.jpg': array(89, dtype=int64), 'image_04410.jpg': array(89, dtype=int64), 'image_04411.jpg': array(89, dtype=int64), 'image_04412.jpg': array(89, dtype=int64), 'image_04413.jpg': array(89, dtype=int64), 'image_04414.jpg': array(89, dtype=int64), 'image_04415.jpg': array(89, dtype=int64), 'image_04416.jpg': array(89, dtype=int64), 'image_04418.jpg': array(89, dtype=int64), 'image_04419.jpg': array(89, dtype=int64), 'image_04421.jpg': array(89, dtype=int64), 'image_04422.jpg': array(89, dtype=int64), 'image_04423.jpg': array(89, dtype=int64), 'image_04424.jpg': array(89, dtype=int64), 'image_04425.jpg': array(89, dtype=int64), 'image_04427.jpg': array(89, dtype=int64), 'image_04429.jpg': array(89, dtype=int64), 'image_04433.jpg': array(89, dtype=int64), 'image_04434.jpg': array(89, dtype=int64), 'image_04435.jpg': array(89, dtype=int64), 'image_04436.jpg': array(89, dtype=int64), 'image_04437.jpg': array(89, dtype=int64), 'image_04438.jpg': array(89, dtype=int64), 'image_04439.jpg': array(89, dtype=int64), 'image_04440.jpg': array(89, dtype=int64), 'image_04441.jpg': array(89, dtype=int64), 'image_04442.jpg': array(89, dtype=int64), 'image_04443.jpg': array(89, dtype=int64), 'image_04444.jpg': array(89, dtype=int64), 'image_04445.jpg': array(89, dtype=int64), 'image_04446.jpg': array(89, dtype=int64), 'image_04447.jpg': array(89, dtype=int64), 'image_04448.jpg': array(89, dtype=int64), 'image_04449.jpg': array(89, dtype=int64), 'image_04450.jpg': array(89, dtype=int64), 'image_04451.jpg': array(89, dtype=int64), 'image_04452.jpg': array(89, dtype=int64), 'image_04453.jpg': array(89, dtype=int64), 'image_04454.jpg': array(89, dtype=int64), 'image_04455.jpg': array(89, dtype=int64), 'image_04456.jpg': array(89, dtype=int64), 'image_04457.jpg': array(89, dtype=int64), 'image_04460.jpg': array(89, dtype=int64), 'image_04461.jpg': array(89, dtype=int64), 'image_04462.jpg': array(89, dtype=int64), 'image_04463.jpg': array(89, dtype=int64), 'image_04464.jpg': array(89, dtype=int64), 'image_04465.jpg': array(89, dtype=int64), 'image_04466.jpg': array(89, dtype=int64), 'image_04467.jpg': array(89, dtype=int64), 'image_04470.jpg': array(89, dtype=int64), 'image_04471.jpg': array(89, dtype=int64), 'image_04472.jpg': array(89, dtype=int64), 'image_04474.jpg': array(89, dtype=int64), 'image_04475.jpg': array(89, dtype=int64), 'image_04476.jpg': array(89, dtype=int64), 'image_04477.jpg': array(89, dtype=int64), 'image_04478.jpg': array(89, dtype=int64), 'image_04479.jpg': array(89, dtype=int64), 'image_04480.jpg': array(89, dtype=int64), 'image_07299.jpg': array(89, dtype=int64), 'image_07300.jpg': array(89, dtype=int64), 'image_04830.jpg': array(90, dtype=int64), 'image_04831.jpg': array(90, dtype=int64), 'image_04832.jpg': array(90, dtype=int64), 'image_04833.jpg': array(90, dtype=int64), 'image_04834.jpg': array(90, dtype=int64), 'image_04836.jpg': array(90, dtype=int64), 'image_04837.jpg': array(90, dtype=int64), 'image_04838.jpg': array(90, dtype=int64), 'image_04839.jpg': array(90, dtype=int64), 'image_04840.jpg': array(90, dtype=int64), 'image_04841.jpg': array(90, dtype=int64), 'image_04842.jpg': array(90, dtype=int64), 'image_04845.jpg': array(90, dtype=int64), 'image_04846.jpg': array(90, dtype=int64), 'image_04847.jpg': array(90, dtype=int64), 'image_04849.jpg': array(90, dtype=int64), 'image_04850.jpg': array(90, dtype=int64), 'image_04852.jpg': array(90, dtype=int64), 'image_04853.jpg': array(90, dtype=int64), 'image_04855.jpg': array(90, dtype=int64), 'image_04857.jpg': array(90, dtype=int64), 'image_04858.jpg': array(90, dtype=int64), 'image_04859.jpg': array(90, dtype=int64), 'image_04861.jpg': array(90, dtype=int64), 'image_04862.jpg': array(90, dtype=int64), 'image_04863.jpg': array(90, dtype=int64), 'image_04864.jpg': array(90, dtype=int64), 'image_04865.jpg': array(90, dtype=int64), 'image_04866.jpg': array(90, dtype=int64), 'image_04867.jpg': array(90, dtype=int64), 'image_04868.jpg': array(90, dtype=int64), 'image_04869.jpg': array(90, dtype=int64), 'image_04871.jpg': array(90, dtype=int64), 'image_04873.jpg': array(90, dtype=int64), 'image_04874.jpg': array(90, dtype=int64), 'image_04876.jpg': array(90, dtype=int64), 'image_04877.jpg': array(90, dtype=int64), 'image_04879.jpg': array(90, dtype=int64), 'image_04880.jpg': array(90, dtype=int64), 'image_04881.jpg': array(90, dtype=int64), 'image_04882.jpg': array(90, dtype=int64), 'image_04884.jpg': array(90, dtype=int64), 'image_04885.jpg': array(90, dtype=int64), 'image_04886.jpg': array(90, dtype=int64), 'image_04887.jpg': array(90, dtype=int64), 'image_04888.jpg': array(90, dtype=int64), 'image_04889.jpg': array(90, dtype=int64), 'image_04891.jpg': array(90, dtype=int64), 'image_04892.jpg': array(90, dtype=int64), 'image_04893.jpg': array(90, dtype=int64), 'image_04894.jpg': array(90, dtype=int64), 'image_04895.jpg': array(90, dtype=int64), 'image_04896.jpg': array(90, dtype=int64), 'image_08054.jpg': array(90, dtype=int64), 'image_08055.jpg': array(90, dtype=int64), 'image_08056.jpg': array(90, dtype=int64), 'image_08057.jpg': array(90, dtype=int64), 'image_08058.jpg': array(90, dtype=int64), 'image_08060.jpg': array(90, dtype=int64), 'image_03029.jpg': array(91, dtype=int64), 'image_03030.jpg': array(91, dtype=int64), 'image_03031.jpg': array(91, dtype=int64), 'image_03033.jpg': array(91, dtype=int64), 'image_03034.jpg': array(91, dtype=int64), 'image_03035.jpg': array(91, dtype=int64), 'image_03036.jpg': array(91, dtype=int64), 'image_03037.jpg': array(91, dtype=int64), 'image_03038.jpg': array(91, dtype=int64), 'image_03040.jpg': array(91, dtype=int64), 'image_03042.jpg': array(91, dtype=int64), 'image_03043.jpg': array(91, dtype=int64), 'image_03045.jpg': array(91, dtype=int64), 'image_03046.jpg': array(91, dtype=int64), 'image_03047.jpg': array(91, dtype=int64), 'image_03050.jpg': array(91, dtype=int64), 'image_03051.jpg': array(91, dtype=int64), 'image_03053.jpg': array(91, dtype=int64), 'image_03055.jpg': array(91, dtype=int64), 'image_03057.jpg': array(91, dtype=int64), 'image_03059.jpg': array(91, dtype=int64), 'image_03060.jpg': array(91, dtype=int64), 'image_03061.jpg': array(91, dtype=int64), 'image_03062.jpg': array(91, dtype=int64), 'image_03064.jpg': array(91, dtype=int64), 'image_03066.jpg': array(91, dtype=int64), 'image_03067.jpg': array(91, dtype=int64), 'image_03068.jpg': array(91, dtype=int64), 'image_03069.jpg': array(91, dtype=int64), 'image_03070.jpg': array(91, dtype=int64), 'image_03071.jpg': array(91, dtype=int64), 'image_03072.jpg': array(91, dtype=int64), 'image_03073.jpg': array(91, dtype=int64), 'image_03074.jpg': array(91, dtype=int64), 'image_03076.jpg': array(91, dtype=int64), 'image_03077.jpg': array(91, dtype=int64), 'image_03078.jpg': array(91, dtype=int64), 'image_03079.jpg': array(91, dtype=int64), 'image_03080.jpg': array(91, dtype=int64), 'image_03081.jpg': array(91, dtype=int64), 'image_03082.jpg': array(91, dtype=int64), 'image_03083.jpg': array(91, dtype=int64), 'image_03084.jpg': array(91, dtype=int64), 'image_03085.jpg': array(91, dtype=int64), 'image_03086.jpg': array(91, dtype=int64), 'image_03087.jpg': array(91, dtype=int64), 'image_03088.jpg': array(91, dtype=int64), 'image_03089.jpg': array(91, dtype=int64), 'image_03090.jpg': array(91, dtype=int64), 'image_03091.jpg': array(91, dtype=int64), 'image_03092.jpg': array(91, dtype=int64), 'image_03093.jpg': array(91, dtype=int64), 'image_03094.jpg': array(91, dtype=int64), 'image_06011.jpg': array(92, dtype=int64), 'image_06012.jpg': array(92, dtype=int64), 'image_06013.jpg': array(92, dtype=int64), 'image_06015.jpg': array(92, dtype=int64), 'image_06016.jpg': array(92, dtype=int64), 'image_06018.jpg': array(92, dtype=int64), 'image_06019.jpg': array(92, dtype=int64), 'image_06020.jpg': array(92, dtype=int64), 'image_06022.jpg': array(92, dtype=int64), 'image_06023.jpg': array(92, dtype=int64), 'image_06025.jpg': array(92, dtype=int64), 'image_06026.jpg': array(92, dtype=int64), 'image_06027.jpg': array(92, dtype=int64), 'image_06028.jpg': array(92, dtype=int64), 'image_06029.jpg': array(92, dtype=int64), 'image_06030.jpg': array(92, dtype=int64), 'image_06032.jpg': array(92, dtype=int64), 'image_06034.jpg': array(92, dtype=int64), 'image_06035.jpg': array(92, dtype=int64), 'image_06036.jpg': array(92, dtype=int64), 'image_06038.jpg': array(92, dtype=int64), 'image_06039.jpg': array(92, dtype=int64), 'image_06040.jpg': array(92, dtype=int64), 'image_06041.jpg': array(92, dtype=int64), 'image_06042.jpg': array(92, dtype=int64), 'image_06043.jpg': array(92, dtype=int64), 'image_06045.jpg': array(92, dtype=int64), 'image_06046.jpg': array(92, dtype=int64), 'image_06047.jpg': array(92, dtype=int64), 'image_08112.jpg': array(92, dtype=int64), 'image_08114.jpg': array(92, dtype=int64), 'image_08115.jpg': array(92, dtype=int64), 'image_08116.jpg': array(92, dtype=int64), 'image_08117.jpg': array(92, dtype=int64), 'image_07304.jpg': array(93, dtype=int64), 'image_07305.jpg': array(93, dtype=int64), 'image_07306.jpg': array(93, dtype=int64), 'image_07307.jpg': array(93, dtype=int64), 'image_07309.jpg': array(93, dtype=int64), 'image_07310.jpg': array(93, dtype=int64), 'image_07311.jpg': array(93, dtype=int64), 'image_07312.jpg': array(93, dtype=int64), 'image_07313.jpg': array(93, dtype=int64), 'image_07314.jpg': array(93, dtype=int64), 'image_07315.jpg': array(93, dtype=int64), 'image_07316.jpg': array(93, dtype=int64), 'image_07318.jpg': array(93, dtype=int64), 'image_07319.jpg': array(93, dtype=int64), 'image_07320.jpg': array(93, dtype=int64), 'image_07321.jpg': array(93, dtype=int64), 'image_07322.jpg': array(93, dtype=int64), 'image_07323.jpg': array(93, dtype=int64), 'image_07324.jpg': array(93, dtype=int64), 'image_07326.jpg': array(93, dtype=int64), 'image_07328.jpg': array(93, dtype=int64), 'image_07329.jpg': array(93, dtype=int64), 'image_07330.jpg': array(93, dtype=int64), 'image_07331.jpg': array(93, dtype=int64), 'image_07332.jpg': array(93, dtype=int64), 'image_07334.jpg': array(93, dtype=int64), 'image_07335.jpg': array(93, dtype=int64), 'image_07336.jpg': array(93, dtype=int64), 'image_07337.jpg': array(93, dtype=int64), 'image_07338.jpg': array(93, dtype=int64), 'image_07339.jpg': array(93, dtype=int64), 'image_07340.jpg': array(93, dtype=int64), 'image_07341.jpg': array(93, dtype=int64), 'image_07342.jpg': array(93, dtype=int64), 'image_07343.jpg': array(93, dtype=int64), 'image_07344.jpg': array(93, dtype=int64), 'image_07345.jpg': array(93, dtype=int64), 'image_07347.jpg': array(93, dtype=int64), 'image_07348.jpg': array(93, dtype=int64), 'image_07349.jpg': array(93, dtype=int64), 'image_07350.jpg': array(93, dtype=int64), 'image_07351.jpg': array(93, dtype=int64), 'image_07353.jpg': array(93, dtype=int64), 'image_07354.jpg': array(93, dtype=int64), 'image_07355.jpg': array(93, dtype=int64), 'image_07356.jpg': array(93, dtype=int64), 'image_07359.jpg': array(93, dtype=int64), 'image_07362.jpg': array(93, dtype=int64), 'image_07363.jpg': array(93, dtype=int64), 'image_07364.jpg': array(93, dtype=int64), 'image_07365.jpg': array(93, dtype=int64), 'image_07366.jpg': array(93, dtype=int64), 'image_07367.jpg': array(93, dtype=int64), 'image_07368.jpg': array(93, dtype=int64), 'image_07369.jpg': array(93, dtype=int64), 'image_07371.jpg': array(93, dtype=int64), 'image_07373.jpg': array(93, dtype=int64), 'image_07374.jpg': array(93, dtype=int64), 'image_07375.jpg': array(93, dtype=int64), 'image_07376.jpg': array(93, dtype=int64), 'image_07377.jpg': array(93, dtype=int64), 'image_07378.jpg': array(93, dtype=int64), 'image_07379.jpg': array(93, dtype=int64), 'image_07380.jpg': array(93, dtype=int64), 'image_07383.jpg': array(93, dtype=int64), 'image_07384.jpg': array(93, dtype=int64), 'image_07386.jpg': array(93, dtype=int64), 'image_07387.jpg': array(93, dtype=int64), 'image_07389.jpg': array(93, dtype=int64), 'image_07390.jpg': array(93, dtype=int64), 'image_07391.jpg': array(93, dtype=int64), 'image_07394.jpg': array(93, dtype=int64), 'image_07396.jpg': array(93, dtype=int64), 'image_07397.jpg': array(93, dtype=int64), 'image_07398.jpg': array(93, dtype=int64), 'image_07401.jpg': array(93, dtype=int64), 'image_07402.jpg': array(93, dtype=int64), 'image_07403.jpg': array(93, dtype=int64), 'image_07404.jpg': array(93, dtype=int64), 'image_07405.jpg': array(93, dtype=int64), 'image_07406.jpg': array(93, dtype=int64), 'image_07407.jpg': array(93, dtype=int64), 'image_07409.jpg': array(93, dtype=int64), 'image_07410.jpg': array(93, dtype=int64), 'image_07411.jpg': array(93, dtype=int64), 'image_07412.jpg': array(93, dtype=int64), 'image_07413.jpg': array(93, dtype=int64), 'image_07414.jpg': array(93, dtype=int64), 'image_07416.jpg': array(93, dtype=int64), 'image_07417.jpg': array(93, dtype=int64), 'image_07419.jpg': array(93, dtype=int64), 'image_07420.jpg': array(93, dtype=int64), 'image_07421.jpg': array(93, dtype=int64), 'image_07422.jpg': array(93, dtype=int64), 'image_07423.jpg': array(93, dtype=int64), 'image_07424.jpg': array(93, dtype=int64), 'image_07425.jpg': array(93, dtype=int64), 'image_07426.jpg': array(93, dtype=int64), 'image_07427.jpg': array(93, dtype=int64), 'image_07429.jpg': array(93, dtype=int64), 'image_07430.jpg': array(93, dtype=int64), 'image_07431.jpg': array(93, dtype=int64), 'image_07432.jpg': array(93, dtype=int64), 'image_07433.jpg': array(93, dtype=int64), 'image_07437.jpg': array(93, dtype=int64), 'image_07438.jpg': array(93, dtype=int64), 'image_07439.jpg': array(93, dtype=int64), 'image_07440.jpg': array(93, dtype=int64), 'image_07441.jpg': array(93, dtype=int64), 'image_07442.jpg': array(93, dtype=int64), 'image_07443.jpg': array(93, dtype=int64), 'image_07444.jpg': array(93, dtype=int64), 'image_07445.jpg': array(93, dtype=int64), 'image_07446.jpg': array(93, dtype=int64), 'image_07447.jpg': array(93, dtype=int64), 'image_07448.jpg': array(93, dtype=int64), 'image_07450.jpg': array(93, dtype=int64), 'image_07451.jpg': array(93, dtype=int64), 'image_07452.jpg': array(93, dtype=int64), 'image_07453.jpg': array(93, dtype=int64), 'image_07454.jpg': array(93, dtype=int64), 'image_07455.jpg': array(93, dtype=int64), 'image_07456.jpg': array(93, dtype=int64), 'image_07457.jpg': array(93, dtype=int64), 'image_07458.jpg': array(93, dtype=int64), 'image_07459.jpg': array(93, dtype=int64), 'image_07460.jpg': array(93, dtype=int64), 'image_07461.jpg': array(93, dtype=int64), 'image_07462.jpg': array(93, dtype=int64), 'image_07463.jpg': array(93, dtype=int64), 'image_07464.jpg': array(93, dtype=int64), 'image_07465.jpg': array(93, dtype=int64), 'image_07466.jpg': array(94, dtype=int64), 'image_07467.jpg': array(94, dtype=int64), 'image_07469.jpg': array(94, dtype=int64), 'image_07473.jpg': array(94, dtype=int64), 'image_07474.jpg': array(94, dtype=int64), 'image_07476.jpg': array(94, dtype=int64), 'image_07477.jpg': array(94, dtype=int64), 'image_07478.jpg': array(94, dtype=int64), 'image_07479.jpg': array(94, dtype=int64), 'image_07480.jpg': array(94, dtype=int64), 'image_07481.jpg': array(94, dtype=int64), 'image_07482.jpg': array(94, dtype=int64), 'image_07483.jpg': array(94, dtype=int64), 'image_07486.jpg': array(94, dtype=int64), 'image_07488.jpg': array(94, dtype=int64), 'image_07489.jpg': array(94, dtype=int64), 'image_07490.jpg': array(94, dtype=int64), 'image_07491.jpg': array(94, dtype=int64), 'image_07492.jpg': array(94, dtype=int64), 'image_07493.jpg': array(94, dtype=int64), 'image_07494.jpg': array(94, dtype=int64), 'image_07495.jpg': array(94, dtype=int64), 'image_07496.jpg': array(94, dtype=int64), 'image_07497.jpg': array(94, dtype=int64), 'image_07498.jpg': array(94, dtype=int64), 'image_07499.jpg': array(94, dtype=int64), 'image_07500.jpg': array(94, dtype=int64), 'image_07501.jpg': array(94, dtype=int64), 'image_07503.jpg': array(94, dtype=int64), 'image_07504.jpg': array(94, dtype=int64), 'image_07506.jpg': array(94, dtype=int64), 'image_07507.jpg': array(94, dtype=int64), 'image_07509.jpg': array(94, dtype=int64), 'image_07511.jpg': array(94, dtype=int64), 'image_07515.jpg': array(94, dtype=int64), 'image_07516.jpg': array(94, dtype=int64), 'image_07517.jpg': array(94, dtype=int64), 'image_07518.jpg': array(94, dtype=int64), 'image_07520.jpg': array(94, dtype=int64), 'image_07521.jpg': array(94, dtype=int64), 'image_07522.jpg': array(94, dtype=int64), 'image_07523.jpg': array(94, dtype=int64), 'image_07524.jpg': array(94, dtype=int64), 'image_07525.jpg': array(94, dtype=int64), 'image_07526.jpg': array(94, dtype=int64), 'image_07527.jpg': array(94, dtype=int64), 'image_07528.jpg': array(94, dtype=int64), 'image_07529.jpg': array(94, dtype=int64), 'image_07530.jpg': array(94, dtype=int64), 'image_07531.jpg': array(94, dtype=int64), 'image_07532.jpg': array(94, dtype=int64), 'image_07533.jpg': array(94, dtype=int64), 'image_07534.jpg': array(94, dtype=int64), 'image_07535.jpg': array(94, dtype=int64), 'image_07537.jpg': array(94, dtype=int64), 'image_07538.jpg': array(94, dtype=int64), 'image_07539.jpg': array(94, dtype=int64), 'image_07540.jpg': array(94, dtype=int64), 'image_07541.jpg': array(94, dtype=int64), 'image_07542.jpg': array(94, dtype=int64), 'image_07543.jpg': array(94, dtype=int64), 'image_07544.jpg': array(94, dtype=int64), 'image_07545.jpg': array(94, dtype=int64), 'image_07546.jpg': array(94, dtype=int64), 'image_07547.jpg': array(94, dtype=int64), 'image_07548.jpg': array(94, dtype=int64), 'image_07549.jpg': array(94, dtype=int64), 'image_07552.jpg': array(94, dtype=int64), 'image_07553.jpg': array(94, dtype=int64), 'image_07554.jpg': array(94, dtype=int64), 'image_07555.jpg': array(94, dtype=int64), 'image_07556.jpg': array(94, dtype=int64), 'image_07557.jpg': array(94, dtype=int64), 'image_07558.jpg': array(94, dtype=int64), 'image_07559.jpg': array(94, dtype=int64), 'image_07560.jpg': array(94, dtype=int64), 'image_07562.jpg': array(94, dtype=int64), 'image_07563.jpg': array(94, dtype=int64), 'image_07564.jpg': array(94, dtype=int64), 'image_07565.jpg': array(94, dtype=int64), 'image_07566.jpg': array(94, dtype=int64), 'image_07567.jpg': array(94, dtype=int64), 'image_07568.jpg': array(94, dtype=int64), 'image_07569.jpg': array(94, dtype=int64), 'image_07570.jpg': array(94, dtype=int64), 'image_07571.jpg': array(94, dtype=int64), 'image_07572.jpg': array(94, dtype=int64), 'image_07574.jpg': array(94, dtype=int64), 'image_07576.jpg': array(94, dtype=int64), 'image_07577.jpg': array(94, dtype=int64), 'image_07578.jpg': array(94, dtype=int64), 'image_07579.jpg': array(94, dtype=int64), 'image_07582.jpg': array(94, dtype=int64), 'image_07583.jpg': array(94, dtype=int64), 'image_07586.jpg': array(94, dtype=int64), 'image_07587.jpg': array(94, dtype=int64), 'image_07589.jpg': array(94, dtype=int64), 'image_07590.jpg': array(94, dtype=int64), 'image_07591.jpg': array(94, dtype=int64), 'image_07592.jpg': array(94, dtype=int64), 'image_07593.jpg': array(94, dtype=int64), 'image_07594.jpg': array(95, dtype=int64), 'image_07595.jpg': array(95, dtype=int64), 'image_07598.jpg': array(95, dtype=int64), 'image_07599.jpg': array(95, dtype=int64), 'image_07600.jpg': array(95, dtype=int64), 'image_07601.jpg': array(95, dtype=int64), 'image_07602.jpg': array(95, dtype=int64), 'image_07603.jpg': array(95, dtype=int64), 'image_07604.jpg': array(95, dtype=int64), 'image_07607.jpg': array(95, dtype=int64), 'image_07608.jpg': array(95, dtype=int64), 'image_07610.jpg': array(95, dtype=int64), 'image_07611.jpg': array(95, dtype=int64), 'image_07612.jpg': array(95, dtype=int64), 'image_07614.jpg': array(95, dtype=int64), 'image_07615.jpg': array(95, dtype=int64), 'image_07616.jpg': array(95, dtype=int64), 'image_07617.jpg': array(95, dtype=int64), 'image_07618.jpg': array(95, dtype=int64), 'image_07619.jpg': array(95, dtype=int64), 'image_07620.jpg': array(95, dtype=int64), 'image_07621.jpg': array(95, dtype=int64), 'image_07623.jpg': array(95, dtype=int64), 'image_07624.jpg': array(95, dtype=int64), 'image_07625.jpg': array(95, dtype=int64), 'image_07626.jpg': array(95, dtype=int64), 'image_07627.jpg': array(95, dtype=int64), 'image_07628.jpg': array(95, dtype=int64), 'image_07629.jpg': array(95, dtype=int64), 'image_07630.jpg': array(95, dtype=int64), 'image_07631.jpg': array(95, dtype=int64), 'image_07632.jpg': array(95, dtype=int64), 'image_07633.jpg': array(95, dtype=int64), 'image_07634.jpg': array(95, dtype=int64), 'image_07635.jpg': array(95, dtype=int64), 'image_07636.jpg': array(95, dtype=int64), 'image_07637.jpg': array(95, dtype=int64), 'image_07638.jpg': array(95, dtype=int64), 'image_07639.jpg': array(95, dtype=int64), 'image_07640.jpg': array(95, dtype=int64), 'image_07641.jpg': array(95, dtype=int64), 'image_07642.jpg': array(95, dtype=int64), 'image_07643.jpg': array(95, dtype=int64), 'image_07644.jpg': array(95, dtype=int64), 'image_07645.jpg': array(95, dtype=int64), 'image_07647.jpg': array(95, dtype=int64), 'image_07648.jpg': array(95, dtype=int64), 'image_07649.jpg': array(95, dtype=int64), 'image_07650.jpg': array(95, dtype=int64), 'image_07651.jpg': array(95, dtype=int64), 'image_07652.jpg': array(95, dtype=int64), 'image_07654.jpg': array(95, dtype=int64), 'image_07655.jpg': array(95, dtype=int64), 'image_07657.jpg': array(95, dtype=int64), 'image_07659.jpg': array(95, dtype=int64), 'image_07660.jpg': array(95, dtype=int64), 'image_07661.jpg': array(95, dtype=int64), 'image_07663.jpg': array(95, dtype=int64), 'image_07664.jpg': array(95, dtype=int64), 'image_07665.jpg': array(95, dtype=int64), 'image_07666.jpg': array(95, dtype=int64), 'image_07667.jpg': array(95, dtype=int64), 'image_07671.jpg': array(95, dtype=int64), 'image_07673.jpg': array(95, dtype=int64), 'image_07674.jpg': array(95, dtype=int64), 'image_07675.jpg': array(95, dtype=int64), 'image_07678.jpg': array(95, dtype=int64), 'image_07679.jpg': array(95, dtype=int64), 'image_07680.jpg': array(95, dtype=int64), 'image_07681.jpg': array(95, dtype=int64), 'image_07682.jpg': array(95, dtype=int64), 'image_07684.jpg': array(95, dtype=int64), 'image_07685.jpg': array(96, dtype=int64), 'image_07686.jpg': array(96, dtype=int64), 'image_07687.jpg': array(96, dtype=int64), 'image_07688.jpg': array(96, dtype=int64), 'image_07689.jpg': array(96, dtype=int64), 'image_07690.jpg': array(96, dtype=int64), 'image_07691.jpg': array(96, dtype=int64), 'image_07692.jpg': array(96, dtype=int64), 'image_07693.jpg': array(96, dtype=int64), 'image_07694.jpg': array(96, dtype=int64), 'image_07695.jpg': array(96, dtype=int64), 'image_07698.jpg': array(96, dtype=int64), 'image_07700.jpg': array(96, dtype=int64), 'image_07701.jpg': array(96, dtype=int64), 'image_07702.jpg': array(96, dtype=int64), 'image_07703.jpg': array(96, dtype=int64), 'image_07704.jpg': array(96, dtype=int64), 'image_07705.jpg': array(96, dtype=int64), 'image_07706.jpg': array(96, dtype=int64), 'image_07707.jpg': array(96, dtype=int64), 'image_07710.jpg': array(96, dtype=int64), 'image_07711.jpg': array(96, dtype=int64), 'image_07712.jpg': array(96, dtype=int64), 'image_07713.jpg': array(96, dtype=int64), 'image_07714.jpg': array(96, dtype=int64), 'image_07715.jpg': array(96, dtype=int64), 'image_07716.jpg': array(96, dtype=int64), 'image_07717.jpg': array(96, dtype=int64), 'image_07720.jpg': array(96, dtype=int64), 'image_07721.jpg': array(96, dtype=int64), 'image_07722.jpg': array(96, dtype=int64), 'image_07724.jpg': array(96, dtype=int64), 'image_07725.jpg': array(96, dtype=int64), 'image_07726.jpg': array(96, dtype=int64), 'image_07728.jpg': array(96, dtype=int64), 'image_07729.jpg': array(96, dtype=int64), 'image_07730.jpg': array(96, dtype=int64), 'image_07731.jpg': array(96, dtype=int64), 'image_07732.jpg': array(96, dtype=int64), 'image_07733.jpg': array(96, dtype=int64), 'image_07734.jpg': array(96, dtype=int64), 'image_07735.jpg': array(96, dtype=int64), 'image_07736.jpg': array(96, dtype=int64), 'image_07738.jpg': array(96, dtype=int64), 'image_07740.jpg': array(96, dtype=int64), 'image_07741.jpg': array(96, dtype=int64), 'image_07742.jpg': array(96, dtype=int64), 'image_07743.jpg': array(96, dtype=int64), 'image_07744.jpg': array(96, dtype=int64), 'image_07746.jpg': array(96, dtype=int64), 'image_07747.jpg': array(96, dtype=int64), 'image_07748.jpg': array(96, dtype=int64), 'image_07749.jpg': array(96, dtype=int64), 'image_07750.jpg': array(96, dtype=int64), 'image_07751.jpg': array(97, dtype=int64), 'image_07752.jpg': array(97, dtype=int64), 'image_07754.jpg': array(97, dtype=int64), 'image_07755.jpg': array(97, dtype=int64), 'image_07756.jpg': array(97, dtype=int64), 'image_07759.jpg': array(97, dtype=int64), 'image_07760.jpg': array(97, dtype=int64), 'image_07761.jpg': array(97, dtype=int64), 'image_07762.jpg': array(97, dtype=int64), 'image_07763.jpg': array(97, dtype=int64), 'image_07765.jpg': array(97, dtype=int64), 'image_07767.jpg': array(97, dtype=int64), 'image_07768.jpg': array(97, dtype=int64), 'image_07770.jpg': array(97, dtype=int64), 'image_07771.jpg': array(97, dtype=int64), 'image_07772.jpg': array(97, dtype=int64), 'image_07773.jpg': array(97, dtype=int64), 'image_07774.jpg': array(97, dtype=int64), 'image_07775.jpg': array(97, dtype=int64), 'image_07776.jpg': array(97, dtype=int64), 'image_07779.jpg': array(97, dtype=int64), 'image_07780.jpg': array(97, dtype=int64), 'image_07781.jpg': array(97, dtype=int64), 'image_07782.jpg': array(97, dtype=int64), 'image_07783.jpg': array(97, dtype=int64), 'image_07784.jpg': array(97, dtype=int64), 'image_07785.jpg': array(97, dtype=int64), 'image_07786.jpg': array(97, dtype=int64), 'image_07788.jpg': array(97, dtype=int64), 'image_07789.jpg': array(97, dtype=int64), 'image_07790.jpg': array(97, dtype=int64), 'image_07791.jpg': array(97, dtype=int64), 'image_07793.jpg': array(97, dtype=int64), 'image_07794.jpg': array(97, dtype=int64), 'image_07795.jpg': array(97, dtype=int64), 'image_07797.jpg': array(97, dtype=int64), 'image_07798.jpg': array(97, dtype=int64), 'image_07799.jpg': array(97, dtype=int64), 'image_07800.jpg': array(97, dtype=int64), 'image_07801.jpg': array(97, dtype=int64), 'image_07802.jpg': array(97, dtype=int64), 'image_07803.jpg': array(97, dtype=int64), 'image_07804.jpg': array(97, dtype=int64), 'image_07805.jpg': array(97, dtype=int64), 'image_07806.jpg': array(97, dtype=int64), 'image_07807.jpg': array(97, dtype=int64), 'image_07808.jpg': array(97, dtype=int64), 'image_07809.jpg': array(97, dtype=int64), 'image_07811.jpg': array(97, dtype=int64), 'image_07812.jpg': array(97, dtype=int64), 'image_07813.jpg': array(97, dtype=int64), 'image_07814.jpg': array(97, dtype=int64), 'image_07815.jpg': array(97, dtype=int64), 'image_07816.jpg': array(97, dtype=int64), 'image_07817.jpg': array(97, dtype=int64), 'image_07818.jpg': array(97, dtype=int64), 'image_07819.jpg': array(97, dtype=int64), 'image_07821.jpg': array(97, dtype=int64), 'image_07822.jpg': array(97, dtype=int64), 'image_07823.jpg': array(97, dtype=int64), 'image_07824.jpg': array(97, dtype=int64), 'image_07825.jpg': array(97, dtype=int64), 'image_07826.jpg': array(97, dtype=int64), 'image_07828.jpg': array(97, dtype=int64), 'image_07829.jpg': array(97, dtype=int64), 'image_07830.jpg': array(97, dtype=int64), 'image_07831.jpg': array(97, dtype=int64), 'image_07832.jpg': array(97, dtype=int64), 'image_07834.jpg': array(98, dtype=int64), 'image_07835.jpg': array(98, dtype=int64), 'image_07836.jpg': array(98, dtype=int64), 'image_07837.jpg': array(98, dtype=int64), 'image_07839.jpg': array(98, dtype=int64), 'image_07841.jpg': array(98, dtype=int64), 'image_07842.jpg': array(98, dtype=int64), 'image_07843.jpg': array(98, dtype=int64), 'image_07844.jpg': array(98, dtype=int64), 'image_07845.jpg': array(98, dtype=int64), 'image_07846.jpg': array(98, dtype=int64), 'image_07847.jpg': array(98, dtype=int64), 'image_07848.jpg': array(98, dtype=int64), 'image_07849.jpg': array(98, dtype=int64), 'image_07850.jpg': array(98, dtype=int64), 'image_07851.jpg': array(98, dtype=int64), 'image_07852.jpg': array(98, dtype=int64), 'image_07853.jpg': array(98, dtype=int64), 'image_07855.jpg': array(98, dtype=int64), 'image_07856.jpg': array(98, dtype=int64), 'image_07858.jpg': array(98, dtype=int64), 'image_07859.jpg': array(98, dtype=int64), 'image_07861.jpg': array(98, dtype=int64), 'image_07863.jpg': array(98, dtype=int64), 'image_07864.jpg': array(98, dtype=int64), 'image_07865.jpg': array(98, dtype=int64), 'image_07866.jpg': array(98, dtype=int64), 'image_07867.jpg': array(98, dtype=int64), 'image_07868.jpg': array(98, dtype=int64), 'image_07870.jpg': array(98, dtype=int64), 'image_07872.jpg': array(98, dtype=int64), 'image_07876.jpg': array(98, dtype=int64), 'image_07877.jpg': array(98, dtype=int64), 'image_07878.jpg': array(98, dtype=int64), 'image_07879.jpg': array(98, dtype=int64), 'image_07880.jpg': array(98, dtype=int64), 'image_07881.jpg': array(98, dtype=int64), 'image_07882.jpg': array(98, dtype=int64), 'image_07883.jpg': array(98, dtype=int64), 'image_07884.jpg': array(98, dtype=int64), 'image_07885.jpg': array(98, dtype=int64), 'image_07886.jpg': array(98, dtype=int64), 'image_07887.jpg': array(98, dtype=int64), 'image_07888.jpg': array(98, dtype=int64), 'image_07889.jpg': array(98, dtype=int64), 'image_07890.jpg': array(98, dtype=int64), 'image_07891.jpg': array(98, dtype=int64), 'image_07892.jpg': array(98, dtype=int64), 'image_08062.jpg': array(98, dtype=int64), 'image_08064.jpg': array(98, dtype=int64)}\n"
     ]
    }
   ],
   "source": "print(load_annotations('data/flower_data/train.txt'))"
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 任务2：分别把数据和标签都存在list里\n",
    "\n",
    "- 不是我非让你存list里，因为dataloader到时候会在这里取数据\n",
    "- 按照人家要求来，不要耍个性，让整list咱就给人家整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": "img_label = load_annotations('data/flower_data/train.txt')"
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "image_name = list(img_label.keys())\n",
    "label = list(img_label.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['image_06734.jpg',\n",
       " 'image_06735.jpg',\n",
       " 'image_06736.jpg',\n",
       " 'image_06737.jpg',\n",
       " 'image_06738.jpg',\n",
       " 'image_06740.jpg',\n",
       " 'image_06741.jpg',\n",
       " 'image_06742.jpg',\n",
       " 'image_06744.jpg',\n",
       " 'image_06745.jpg',\n",
       " 'image_06746.jpg',\n",
       " 'image_06747.jpg',\n",
       " 'image_06748.jpg',\n",
       " 'image_06750.jpg',\n",
       " 'image_06751.jpg',\n",
       " 'image_06753.jpg',\n",
       " 'image_06757.jpg',\n",
       " 'image_06759.jpg',\n",
       " 'image_06761.jpg',\n",
       " 'image_06762.jpg',\n",
       " 'image_06766.jpg',\n",
       " 'image_06767.jpg',\n",
       " 'image_06768.jpg',\n",
       " 'image_06770.jpg',\n",
       " 'image_06771.jpg',\n",
       " 'image_06772.jpg',\n",
       " 'image_06773.jpg',\n",
       " 'image_07086.jpg',\n",
       " 'image_07087.jpg',\n",
       " 'image_07088.jpg',\n",
       " 'image_07089.jpg',\n",
       " 'image_07091.jpg',\n",
       " 'image_07092.jpg',\n",
       " 'image_07093.jpg',\n",
       " 'image_07095.jpg',\n",
       " 'image_07096.jpg',\n",
       " 'image_07097.jpg',\n",
       " 'image_07098.jpg',\n",
       " 'image_07099.jpg',\n",
       " 'image_07100.jpg',\n",
       " 'image_07103.jpg',\n",
       " 'image_07105.jpg',\n",
       " 'image_07106.jpg',\n",
       " 'image_07108.jpg',\n",
       " 'image_07109.jpg',\n",
       " 'image_07110.jpg',\n",
       " 'image_07111.jpg',\n",
       " 'image_07112.jpg',\n",
       " 'image_07113.jpg',\n",
       " 'image_07114.jpg',\n",
       " 'image_07115.jpg',\n",
       " 'image_07116.jpg',\n",
       " 'image_07118.jpg',\n",
       " 'image_07119.jpg',\n",
       " 'image_07120.jpg',\n",
       " 'image_07121.jpg',\n",
       " 'image_07122.jpg',\n",
       " 'image_08090.jpg',\n",
       " 'image_08091.jpg',\n",
       " 'image_08092.jpg',\n",
       " 'image_08093.jpg',\n",
       " 'image_08094.jpg',\n",
       " 'image_08095.jpg',\n",
       " 'image_08096.jpg',\n",
       " 'image_08097.jpg',\n",
       " 'image_07893.jpg',\n",
       " 'image_07894.jpg',\n",
       " 'image_07898.jpg',\n",
       " 'image_07900.jpg',\n",
       " 'image_07901.jpg',\n",
       " 'image_07903.jpg',\n",
       " 'image_07906.jpg',\n",
       " 'image_07907.jpg',\n",
       " 'image_07908.jpg',\n",
       " 'image_07909.jpg',\n",
       " 'image_07910.jpg',\n",
       " 'image_07911.jpg',\n",
       " 'image_07912.jpg',\n",
       " 'image_07913.jpg',\n",
       " 'image_07914.jpg',\n",
       " 'image_07915.jpg',\n",
       " 'image_07916.jpg',\n",
       " 'image_07918.jpg',\n",
       " 'image_07919.jpg',\n",
       " 'image_07920.jpg',\n",
       " 'image_07921.jpg',\n",
       " 'image_07922.jpg',\n",
       " 'image_07923.jpg',\n",
       " 'image_07924.jpg',\n",
       " 'image_07925.jpg',\n",
       " 'image_07927.jpg',\n",
       " 'image_07928.jpg',\n",
       " 'image_07930.jpg',\n",
       " 'image_07932.jpg',\n",
       " 'image_07933.jpg',\n",
       " 'image_07934.jpg',\n",
       " 'image_07935.jpg',\n",
       " 'image_07937.jpg',\n",
       " 'image_07940.jpg',\n",
       " 'image_07941.jpg',\n",
       " 'image_07942.jpg',\n",
       " 'image_07943.jpg',\n",
       " 'image_07944.jpg',\n",
       " 'image_07945.jpg',\n",
       " 'image_07946.jpg',\n",
       " 'image_07947.jpg',\n",
       " 'image_07948.jpg',\n",
       " 'image_07950.jpg',\n",
       " 'image_07953.jpg',\n",
       " 'image_07954.jpg',\n",
       " 'image_07955.jpg',\n",
       " 'image_07956.jpg',\n",
       " 'image_07957.jpg',\n",
       " 'image_07958.jpg',\n",
       " 'image_07959.jpg',\n",
       " 'image_07960.jpg',\n",
       " 'image_07961.jpg',\n",
       " 'image_07964.jpg',\n",
       " 'image_07965.jpg',\n",
       " 'image_07966.jpg',\n",
       " 'image_07967.jpg',\n",
       " 'image_07968.jpg',\n",
       " 'image_07969.jpg',\n",
       " 'image_07971.jpg',\n",
       " 'image_07972.jpg',\n",
       " 'image_07973.jpg',\n",
       " 'image_07974.jpg',\n",
       " 'image_07975.jpg',\n",
       " 'image_07976.jpg',\n",
       " 'image_07977.jpg',\n",
       " 'image_07978.jpg',\n",
       " 'image_07979.jpg',\n",
       " 'image_07980.jpg',\n",
       " 'image_07981.jpg',\n",
       " 'image_07982.jpg',\n",
       " 'image_07984.jpg',\n",
       " 'image_07986.jpg',\n",
       " 'image_07987.jpg',\n",
       " 'image_07989.jpg',\n",
       " 'image_07990.jpg',\n",
       " 'image_07991.jpg',\n",
       " 'image_07992.jpg',\n",
       " 'image_07993.jpg',\n",
       " 'image_07994.jpg',\n",
       " 'image_07995.jpg',\n",
       " 'image_07996.jpg',\n",
       " 'image_07997.jpg',\n",
       " 'image_07998.jpg',\n",
       " 'image_07999.jpg',\n",
       " 'image_08000.jpg',\n",
       " 'image_08001.jpg',\n",
       " 'image_08003.jpg',\n",
       " 'image_08005.jpg',\n",
       " 'image_08007.jpg',\n",
       " 'image_08008.jpg',\n",
       " 'image_08009.jpg',\n",
       " 'image_08010.jpg',\n",
       " 'image_08011.jpg',\n",
       " 'image_08013.jpg',\n",
       " 'image_08016.jpg',\n",
       " 'image_08017.jpg',\n",
       " 'image_08018.jpg',\n",
       " 'image_08019.jpg',\n",
       " 'image_08020.jpg',\n",
       " 'image_08021.jpg',\n",
       " 'image_08022.jpg',\n",
       " 'image_08024.jpg',\n",
       " 'image_08025.jpg',\n",
       " 'image_08026.jpg',\n",
       " 'image_08027.jpg',\n",
       " 'image_08028.jpg',\n",
       " 'image_08029.jpg',\n",
       " 'image_08031.jpg',\n",
       " 'image_08032.jpg',\n",
       " 'image_08033.jpg',\n",
       " 'image_08034.jpg',\n",
       " 'image_08035.jpg',\n",
       " 'image_08036.jpg',\n",
       " 'image_08037.jpg',\n",
       " 'image_08039.jpg',\n",
       " 'image_08043.jpg',\n",
       " 'image_08044.jpg',\n",
       " 'image_08045.jpg',\n",
       " 'image_08046.jpg',\n",
       " 'image_08047.jpg',\n",
       " 'image_03095.jpg',\n",
       " 'image_03096.jpg',\n",
       " 'image_03097.jpg',\n",
       " 'image_03099.jpg',\n",
       " 'image_03101.jpg',\n",
       " 'image_03102.jpg',\n",
       " 'image_03103.jpg',\n",
       " 'image_03104.jpg',\n",
       " 'image_03105.jpg',\n",
       " 'image_03106.jpg',\n",
       " 'image_03107.jpg',\n",
       " 'image_03109.jpg',\n",
       " 'image_03110.jpg',\n",
       " 'image_03112.jpg',\n",
       " 'image_03113.jpg',\n",
       " 'image_03114.jpg',\n",
       " 'image_03117.jpg',\n",
       " 'image_03118.jpg',\n",
       " 'image_03119.jpg',\n",
       " 'image_03120.jpg',\n",
       " 'image_03121.jpg',\n",
       " 'image_03122.jpg',\n",
       " 'image_03123.jpg',\n",
       " 'image_03124.jpg',\n",
       " 'image_03126.jpg',\n",
       " 'image_03127.jpg',\n",
       " 'image_03129.jpg',\n",
       " 'image_03131.jpg',\n",
       " 'image_03132.jpg',\n",
       " 'image_03133.jpg',\n",
       " 'image_03134.jpg',\n",
       " 'image_03135.jpg',\n",
       " 'image_03136.jpg',\n",
       " 'image_03137.jpg',\n",
       " 'image_03138.jpg',\n",
       " 'image_03140.jpg',\n",
       " 'image_03142.jpg',\n",
       " 'image_03143.jpg',\n",
       " 'image_03144.jpg',\n",
       " 'image_03146.jpg',\n",
       " 'image_03148.jpg',\n",
       " 'image_03149.jpg',\n",
       " 'image_03150.jpg',\n",
       " 'image_03152.jpg',\n",
       " 'image_03153.jpg',\n",
       " 'image_03154.jpg',\n",
       " 'image_03155.jpg',\n",
       " 'image_03156.jpg',\n",
       " 'image_03158.jpg',\n",
       " 'image_03159.jpg',\n",
       " 'image_03160.jpg',\n",
       " 'image_03161.jpg',\n",
       " 'image_03162.jpg',\n",
       " 'image_03163.jpg',\n",
       " 'image_03164.jpg',\n",
       " 'image_03166.jpg',\n",
       " 'image_03167.jpg',\n",
       " 'image_03168.jpg',\n",
       " 'image_03169.jpg',\n",
       " 'image_03170.jpg',\n",
       " 'image_03171.jpg',\n",
       " 'image_03172.jpg',\n",
       " 'image_03174.jpg',\n",
       " 'image_03175.jpg',\n",
       " 'image_03178.jpg',\n",
       " 'image_03179.jpg',\n",
       " 'image_03180.jpg',\n",
       " 'image_03181.jpg',\n",
       " 'image_03995.jpg',\n",
       " 'image_03999.jpg',\n",
       " 'image_04000.jpg',\n",
       " 'image_04001.jpg',\n",
       " 'image_04002.jpg',\n",
       " 'image_04003.jpg',\n",
       " 'image_04004.jpg',\n",
       " 'image_04005.jpg',\n",
       " 'image_04006.jpg',\n",
       " 'image_04007.jpg',\n",
       " 'image_04008.jpg',\n",
       " 'image_04009.jpg',\n",
       " 'image_04010.jpg',\n",
       " 'image_04011.jpg',\n",
       " 'image_04015.jpg',\n",
       " 'image_04017.jpg',\n",
       " 'image_04018.jpg',\n",
       " 'image_04019.jpg',\n",
       " 'image_04020.jpg',\n",
       " 'image_04021.jpg',\n",
       " 'image_04022.jpg',\n",
       " 'image_04024.jpg',\n",
       " 'image_04025.jpg',\n",
       " 'image_04026.jpg',\n",
       " 'image_04027.jpg',\n",
       " 'image_04028.jpg',\n",
       " 'image_04029.jpg',\n",
       " 'image_04030.jpg',\n",
       " 'image_04031.jpg',\n",
       " 'image_04032.jpg',\n",
       " 'image_04033.jpg',\n",
       " 'image_04034.jpg',\n",
       " 'image_04035.jpg',\n",
       " 'image_04036.jpg',\n",
       " 'image_04037.jpg',\n",
       " 'image_04038.jpg',\n",
       " 'image_04039.jpg',\n",
       " 'image_04040.jpg',\n",
       " 'image_04041.jpg',\n",
       " 'image_04042.jpg',\n",
       " 'image_04043.jpg',\n",
       " 'image_04044.jpg',\n",
       " 'image_04045.jpg',\n",
       " 'image_04046.jpg',\n",
       " 'image_04047.jpg',\n",
       " 'image_04048.jpg',\n",
       " 'image_04049.jpg',\n",
       " 'image_04050.jpg',\n",
       " 'image_04051.jpg',\n",
       " 'image_04053.jpg',\n",
       " 'image_04054.jpg',\n",
       " 'image_04055.jpg',\n",
       " 'image_04056.jpg',\n",
       " 'image_04057.jpg',\n",
       " 'image_04058.jpg',\n",
       " 'image_04060.jpg',\n",
       " 'image_04061.jpg',\n",
       " 'image_04062.jpg',\n",
       " 'image_04063.jpg',\n",
       " 'image_04064.jpg',\n",
       " 'image_04065.jpg',\n",
       " 'image_04066.jpg',\n",
       " 'image_04067.jpg',\n",
       " 'image_04068.jpg',\n",
       " 'image_04069.jpg',\n",
       " 'image_04070.jpg',\n",
       " 'image_04071.jpg',\n",
       " 'image_04073.jpg',\n",
       " 'image_04074.jpg',\n",
       " 'image_04075.jpg',\n",
       " 'image_04076.jpg',\n",
       " 'image_04078.jpg',\n",
       " 'image_04079.jpg',\n",
       " 'image_05744.jpg',\n",
       " 'image_05746.jpg',\n",
       " 'image_05747.jpg',\n",
       " 'image_05748.jpg',\n",
       " 'image_05750.jpg',\n",
       " 'image_05751.jpg',\n",
       " 'image_05752.jpg',\n",
       " 'image_05753.jpg',\n",
       " 'image_05754.jpg',\n",
       " 'image_05755.jpg',\n",
       " 'image_05756.jpg',\n",
       " 'image_05757.jpg',\n",
       " 'image_05758.jpg',\n",
       " 'image_05760.jpg',\n",
       " 'image_05762.jpg',\n",
       " 'image_05764.jpg',\n",
       " 'image_05765.jpg',\n",
       " 'image_05766.jpg',\n",
       " 'image_05768.jpg',\n",
       " 'image_05770.jpg',\n",
       " 'image_05771.jpg',\n",
       " 'image_05773.jpg',\n",
       " 'image_05774.jpg',\n",
       " 'image_05776.jpg',\n",
       " 'image_05777.jpg',\n",
       " 'image_05778.jpg',\n",
       " 'image_05779.jpg',\n",
       " 'image_05780.jpg',\n",
       " 'image_05781.jpg',\n",
       " 'image_05782.jpg',\n",
       " 'image_05784.jpg',\n",
       " 'image_05785.jpg',\n",
       " 'image_05786.jpg',\n",
       " 'image_05788.jpg',\n",
       " 'image_05789.jpg',\n",
       " 'image_05790.jpg',\n",
       " 'image_05791.jpg',\n",
       " 'image_05792.jpg',\n",
       " 'image_06049.jpg',\n",
       " 'image_06050.jpg',\n",
       " 'image_06051.jpg',\n",
       " 'image_06053.jpg',\n",
       " 'image_06054.jpg',\n",
       " 'image_06055.jpg',\n",
       " 'image_06056.jpg',\n",
       " 'image_06057.jpg',\n",
       " 'image_06058.jpg',\n",
       " 'image_06059.jpg',\n",
       " 'image_06060.jpg',\n",
       " 'image_06061.jpg',\n",
       " 'image_06062.jpg',\n",
       " 'image_06063.jpg',\n",
       " 'image_06064.jpg',\n",
       " 'image_06065.jpg',\n",
       " 'image_06066.jpg',\n",
       " 'image_06067.jpg',\n",
       " 'image_06068.jpg',\n",
       " 'image_06069.jpg',\n",
       " 'image_06070.jpg',\n",
       " 'image_06071.jpg',\n",
       " 'image_06072.jpg',\n",
       " 'image_06073.jpg',\n",
       " 'image_06074.jpg',\n",
       " 'image_06075.jpg',\n",
       " 'image_06076.jpg',\n",
       " 'image_06077.jpg',\n",
       " 'image_06078.jpg',\n",
       " 'image_06079.jpg',\n",
       " 'image_06080.jpg',\n",
       " 'image_06081.jpg',\n",
       " 'image_06084.jpg',\n",
       " 'image_06085.jpg',\n",
       " 'image_06086.jpg',\n",
       " 'image_06087.jpg',\n",
       " 'image_06088.jpg',\n",
       " 'image_06089.jpg',\n",
       " 'image_06090.jpg',\n",
       " 'image_06092.jpg',\n",
       " 'image_06093.jpg',\n",
       " 'image_06094.jpg',\n",
       " 'image_06095.jpg',\n",
       " 'image_06096.jpg',\n",
       " 'image_06347.jpg',\n",
       " 'image_06348.jpg',\n",
       " 'image_06349.jpg',\n",
       " 'image_06350.jpg',\n",
       " 'image_06352.jpg',\n",
       " 'image_06355.jpg',\n",
       " 'image_06356.jpg',\n",
       " 'image_06357.jpg',\n",
       " 'image_06359.jpg',\n",
       " 'image_06361.jpg',\n",
       " 'image_06362.jpg',\n",
       " 'image_06363.jpg',\n",
       " 'image_06364.jpg',\n",
       " 'image_06365.jpg',\n",
       " 'image_06366.jpg',\n",
       " 'image_06367.jpg',\n",
       " 'image_06368.jpg',\n",
       " 'image_06370.jpg',\n",
       " 'image_06371.jpg',\n",
       " 'image_06372.jpg',\n",
       " 'image_06373.jpg',\n",
       " 'image_06375.jpg',\n",
       " 'image_06376.jpg',\n",
       " 'image_06377.jpg',\n",
       " 'image_06378.jpg',\n",
       " 'image_06379.jpg',\n",
       " 'image_06380.jpg',\n",
       " 'image_06381.jpg',\n",
       " 'image_06382.jpg',\n",
       " 'image_06383.jpg',\n",
       " 'image_06384.jpg',\n",
       " 'image_06387.jpg',\n",
       " 'image_06388.jpg',\n",
       " 'image_06390.jpg',\n",
       " 'image_06391.jpg',\n",
       " 'image_06392.jpg',\n",
       " 'image_06393.jpg',\n",
       " 'image_06394.jpg',\n",
       " 'image_06652.jpg',\n",
       " 'image_06653.jpg',\n",
       " 'image_06654.jpg',\n",
       " 'image_06655.jpg',\n",
       " 'image_06656.jpg',\n",
       " 'image_06658.jpg',\n",
       " 'image_06659.jpg',\n",
       " 'image_06660.jpg',\n",
       " 'image_06661.jpg',\n",
       " 'image_06662.jpg',\n",
       " 'image_06663.jpg',\n",
       " 'image_06664.jpg',\n",
       " 'image_06665.jpg',\n",
       " 'image_06666.jpg',\n",
       " 'image_06667.jpg',\n",
       " 'image_06668.jpg',\n",
       " 'image_06669.jpg',\n",
       " 'image_06672.jpg',\n",
       " 'image_06674.jpg',\n",
       " 'image_06675.jpg',\n",
       " 'image_06676.jpg',\n",
       " 'image_06677.jpg',\n",
       " 'image_06678.jpg',\n",
       " 'image_06679.jpg',\n",
       " 'image_06680.jpg',\n",
       " 'image_06681.jpg',\n",
       " 'image_06682.jpg',\n",
       " 'image_06683.jpg',\n",
       " 'image_06684.jpg',\n",
       " 'image_06685.jpg',\n",
       " 'image_06686.jpg',\n",
       " 'image_06687.jpg',\n",
       " 'image_06688.jpg',\n",
       " 'image_06689.jpg',\n",
       " 'image_06690.jpg',\n",
       " 'image_06692.jpg',\n",
       " 'image_03828.jpg',\n",
       " 'image_03832.jpg',\n",
       " 'image_03833.jpg',\n",
       " 'image_03835.jpg',\n",
       " 'image_03836.jpg',\n",
       " 'image_03838.jpg',\n",
       " 'image_03840.jpg',\n",
       " 'image_03841.jpg',\n",
       " 'image_03844.jpg',\n",
       " 'image_03845.jpg',\n",
       " 'image_03847.jpg',\n",
       " 'image_03848.jpg',\n",
       " 'image_03849.jpg',\n",
       " 'image_03850.jpg',\n",
       " 'image_03852.jpg',\n",
       " 'image_03853.jpg',\n",
       " 'image_03857.jpg',\n",
       " 'image_03858.jpg',\n",
       " 'image_03859.jpg',\n",
       " 'image_03860.jpg',\n",
       " 'image_03862.jpg',\n",
       " 'image_03863.jpg',\n",
       " 'image_03865.jpg',\n",
       " 'image_03866.jpg',\n",
       " 'image_03867.jpg',\n",
       " 'image_03869.jpg',\n",
       " 'image_03870.jpg',\n",
       " 'image_03871.jpg',\n",
       " 'image_03873.jpg',\n",
       " 'image_03874.jpg',\n",
       " 'image_03875.jpg',\n",
       " 'image_03877.jpg',\n",
       " 'image_03878.jpg',\n",
       " 'image_03879.jpg',\n",
       " 'image_03880.jpg',\n",
       " 'image_03881.jpg',\n",
       " 'image_03882.jpg',\n",
       " 'image_03884.jpg',\n",
       " 'image_03885.jpg',\n",
       " 'image_03886.jpg',\n",
       " 'image_03887.jpg',\n",
       " 'image_03888.jpg',\n",
       " 'image_03889.jpg',\n",
       " 'image_03891.jpg',\n",
       " 'image_03892.jpg',\n",
       " 'image_03894.jpg',\n",
       " 'image_03895.jpg',\n",
       " 'image_03896.jpg',\n",
       " 'image_03897.jpg',\n",
       " 'image_03898.jpg',\n",
       " 'image_03899.jpg',\n",
       " 'image_03900.jpg',\n",
       " 'image_03901.jpg',\n",
       " 'image_03902.jpg',\n",
       " 'image_03903.jpg',\n",
       " 'image_03904.jpg',\n",
       " 'image_03905.jpg',\n",
       " 'image_03909.jpg',\n",
       " 'image_03910.jpg',\n",
       " 'image_03912.jpg',\n",
       " 'image_04244.jpg',\n",
       " 'image_04245.jpg',\n",
       " 'image_04246.jpg',\n",
       " 'image_04247.jpg',\n",
       " 'image_04249.jpg',\n",
       " 'image_04250.jpg',\n",
       " 'image_04251.jpg',\n",
       " 'image_04253.jpg',\n",
       " 'image_04255.jpg',\n",
       " 'image_04257.jpg',\n",
       " 'image_04258.jpg',\n",
       " 'image_04259.jpg',\n",
       " 'image_04260.jpg',\n",
       " 'image_04262.jpg',\n",
       " 'image_04264.jpg',\n",
       " 'image_04265.jpg',\n",
       " 'image_04266.jpg',\n",
       " 'image_04267.jpg',\n",
       " 'image_04268.jpg',\n",
       " 'image_04269.jpg',\n",
       " 'image_04270.jpg',\n",
       " 'image_04271.jpg',\n",
       " 'image_04273.jpg',\n",
       " 'image_04274.jpg',\n",
       " 'image_04275.jpg',\n",
       " 'image_04276.jpg',\n",
       " 'image_04279.jpg',\n",
       " 'image_04280.jpg',\n",
       " 'image_04281.jpg',\n",
       " 'image_04282.jpg',\n",
       " 'image_04283.jpg',\n",
       " 'image_04284.jpg',\n",
       " 'image_04285.jpg',\n",
       " 'image_04286.jpg',\n",
       " 'image_04287.jpg',\n",
       " 'image_04288.jpg',\n",
       " 'image_04289.jpg',\n",
       " 'image_04291.jpg',\n",
       " 'image_04293.jpg',\n",
       " 'image_04294.jpg',\n",
       " 'image_04295.jpg',\n",
       " 'image_04296.jpg',\n",
       " 'image_04297.jpg',\n",
       " 'image_04298.jpg',\n",
       " 'image_04300.jpg',\n",
       " 'image_04301.jpg',\n",
       " 'image_04302.jpg',\n",
       " 'image_04303.jpg',\n",
       " 'image_04304.jpg',\n",
       " 'image_04305.jpg',\n",
       " 'image_04306.jpg',\n",
       " 'image_04307.jpg',\n",
       " 'image_04308.jpg',\n",
       " 'image_04309.jpg',\n",
       " 'image_04310.jpg',\n",
       " 'image_04313.jpg',\n",
       " 'image_04314.jpg',\n",
       " 'image_04316.jpg',\n",
       " 'image_04318.jpg',\n",
       " 'image_04319.jpg',\n",
       " 'image_04320.jpg',\n",
       " 'image_04321.jpg',\n",
       " 'image_04323.jpg',\n",
       " 'image_04324.jpg',\n",
       " 'image_04325.jpg',\n",
       " 'image_06149.jpg',\n",
       " 'image_06150.jpg',\n",
       " 'image_06151.jpg',\n",
       " 'image_06152.jpg',\n",
       " 'image_06153.jpg',\n",
       " 'image_06154.jpg',\n",
       " 'image_06156.jpg',\n",
       " 'image_06157.jpg',\n",
       " 'image_06160.jpg',\n",
       " 'image_06161.jpg',\n",
       " 'image_06162.jpg',\n",
       " 'image_06163.jpg',\n",
       " 'image_06164.jpg',\n",
       " 'image_06166.jpg',\n",
       " 'image_06167.jpg',\n",
       " 'image_06168.jpg',\n",
       " 'image_06169.jpg',\n",
       " 'image_06171.jpg',\n",
       " 'image_06172.jpg',\n",
       " 'image_06173.jpg',\n",
       " 'image_06174.jpg',\n",
       " 'image_06176.jpg',\n",
       " 'image_06177.jpg',\n",
       " 'image_06178.jpg',\n",
       " 'image_06179.jpg',\n",
       " 'image_06180.jpg',\n",
       " 'image_06181.jpg',\n",
       " 'image_06182.jpg',\n",
       " 'image_06183.jpg',\n",
       " 'image_06184.jpg',\n",
       " 'image_06185.jpg',\n",
       " 'image_06188.jpg',\n",
       " 'image_06189.jpg',\n",
       " 'image_06190.jpg',\n",
       " 'image_06191.jpg',\n",
       " 'image_06192.jpg',\n",
       " 'image_06193.jpg',\n",
       " 'image_06194.jpg',\n",
       " 'image_05087.jpg',\n",
       " 'image_05088.jpg',\n",
       " 'image_05089.jpg',\n",
       " 'image_05090.jpg',\n",
       " 'image_05091.jpg',\n",
       " 'image_05092.jpg',\n",
       " 'image_05093.jpg',\n",
       " 'image_05095.jpg',\n",
       " 'image_05096.jpg',\n",
       " 'image_05097.jpg',\n",
       " 'image_05098.jpg',\n",
       " 'image_05099.jpg',\n",
       " 'image_05102.jpg',\n",
       " 'image_05103.jpg',\n",
       " 'image_05104.jpg',\n",
       " 'image_05105.jpg',\n",
       " 'image_05106.jpg',\n",
       " 'image_05108.jpg',\n",
       " 'image_05110.jpg',\n",
       " 'image_05111.jpg',\n",
       " 'image_05112.jpg',\n",
       " 'image_05113.jpg',\n",
       " 'image_05114.jpg',\n",
       " 'image_05115.jpg',\n",
       " 'image_05116.jpg',\n",
       " 'image_05117.jpg',\n",
       " 'image_05118.jpg',\n",
       " 'image_05119.jpg',\n",
       " 'image_05120.jpg',\n",
       " 'image_05121.jpg',\n",
       " 'image_05122.jpg',\n",
       " 'image_05123.jpg',\n",
       " 'image_05126.jpg',\n",
       " 'image_05127.jpg',\n",
       " 'image_05128.jpg',\n",
       " 'image_05129.jpg',\n",
       " 'image_05130.jpg',\n",
       " 'image_05131.jpg',\n",
       " 'image_05132.jpg',\n",
       " 'image_05134.jpg',\n",
       " 'image_05135.jpg',\n",
       " 'image_05138.jpg',\n",
       " 'image_05139.jpg',\n",
       " 'image_05140.jpg',\n",
       " 'image_05141.jpg',\n",
       " 'image_05143.jpg',\n",
       " 'image_05144.jpg',\n",
       " 'image_05145.jpg',\n",
       " 'image_05146.jpg',\n",
       " 'image_04897.jpg',\n",
       " 'image_04898.jpg',\n",
       " 'image_04899.jpg',\n",
       " 'image_04900.jpg',\n",
       " 'image_04901.jpg',\n",
       " 'image_04902.jpg',\n",
       " 'image_04904.jpg',\n",
       " 'image_04905.jpg',\n",
       " 'image_04906.jpg',\n",
       " 'image_04907.jpg',\n",
       " 'image_04908.jpg',\n",
       " 'image_04909.jpg',\n",
       " 'image_04911.jpg',\n",
       " 'image_04914.jpg',\n",
       " 'image_04915.jpg',\n",
       " 'image_04916.jpg',\n",
       " 'image_04917.jpg',\n",
       " 'image_04919.jpg',\n",
       " 'image_04921.jpg',\n",
       " 'image_04922.jpg',\n",
       " 'image_04923.jpg',\n",
       " 'image_04924.jpg',\n",
       " 'image_04925.jpg',\n",
       " 'image_04926.jpg',\n",
       " 'image_04928.jpg',\n",
       " 'image_04929.jpg',\n",
       " 'image_04930.jpg',\n",
       " 'image_04931.jpg',\n",
       " 'image_04932.jpg',\n",
       " 'image_04933.jpg',\n",
       " 'image_04934.jpg',\n",
       " 'image_04935.jpg',\n",
       " 'image_04936.jpg',\n",
       " 'image_04937.jpg',\n",
       " 'image_04939.jpg',\n",
       " 'image_04941.jpg',\n",
       " 'image_04943.jpg',\n",
       " 'image_04944.jpg',\n",
       " 'image_04945.jpg',\n",
       " 'image_04946.jpg',\n",
       " 'image_04947.jpg',\n",
       " 'image_04948.jpg',\n",
       " 'image_04949.jpg',\n",
       " 'image_04950.jpg',\n",
       " 'image_04951.jpg',\n",
       " 'image_04952.jpg',\n",
       " 'image_06774.jpg',\n",
       " 'image_06775.jpg',\n",
       " 'image_06776.jpg',\n",
       " 'image_06777.jpg',\n",
       " 'image_06779.jpg',\n",
       " 'image_06780.jpg',\n",
       " 'image_06781.jpg',\n",
       " 'image_06782.jpg',\n",
       " 'image_06783.jpg',\n",
       " 'image_06785.jpg',\n",
       " 'image_06786.jpg',\n",
       " 'image_06787.jpg',\n",
       " 'image_06789.jpg',\n",
       " 'image_06790.jpg',\n",
       " 'image_06791.jpg',\n",
       " 'image_06792.jpg',\n",
       " 'image_06793.jpg',\n",
       " 'image_06794.jpg',\n",
       " 'image_06795.jpg',\n",
       " 'image_06796.jpg',\n",
       " 'image_06797.jpg',\n",
       " 'image_06798.jpg',\n",
       " 'image_06799.jpg',\n",
       " 'image_06800.jpg',\n",
       " 'image_06801.jpg',\n",
       " 'image_06802.jpg',\n",
       " 'image_06803.jpg',\n",
       " 'image_06806.jpg',\n",
       " 'image_06808.jpg',\n",
       " 'image_06809.jpg',\n",
       " 'image_06810.jpg',\n",
       " 'image_06811.jpg',\n",
       " 'image_06812.jpg',\n",
       " 'image_06813.jpg',\n",
       " 'image_05340.jpg',\n",
       " 'image_05341.jpg',\n",
       " 'image_05342.jpg',\n",
       " 'image_05343.jpg',\n",
       " 'image_05344.jpg',\n",
       " 'image_05345.jpg',\n",
       " 'image_05346.jpg',\n",
       " 'image_05347.jpg',\n",
       " 'image_05348.jpg',\n",
       " 'image_05349.jpg',\n",
       " 'image_05350.jpg',\n",
       " 'image_05351.jpg',\n",
       " 'image_05353.jpg',\n",
       " 'image_05354.jpg',\n",
       " 'image_05355.jpg',\n",
       " 'image_05356.jpg',\n",
       " 'image_05357.jpg',\n",
       " 'image_05358.jpg',\n",
       " 'image_05359.jpg',\n",
       " 'image_05363.jpg',\n",
       " 'image_05365.jpg',\n",
       " 'image_05367.jpg',\n",
       " 'image_05369.jpg',\n",
       " 'image_05370.jpg',\n",
       " 'image_05371.jpg',\n",
       " 'image_05372.jpg',\n",
       " 'image_05373.jpg',\n",
       " 'image_05374.jpg',\n",
       " 'image_05375.jpg',\n",
       " 'image_05377.jpg',\n",
       " 'image_05378.jpg',\n",
       " 'image_05379.jpg',\n",
       " 'image_05380.jpg',\n",
       " 'image_05382.jpg',\n",
       " 'image_05383.jpg',\n",
       " 'image_05384.jpg',\n",
       " 'image_05385.jpg',\n",
       " 'image_05386.jpg',\n",
       " 'image_05387.jpg',\n",
       " 'image_05389.jpg',\n",
       " 'image_05390.jpg',\n",
       " 'image_05392.jpg',\n",
       " 'image_05393.jpg',\n",
       " 'image_05394.jpg',\n",
       " 'image_05395.jpg',\n",
       " 'image_05396.jpg',\n",
       " 'image_05397.jpg',\n",
       " 'image_03369.jpg',\n",
       " 'image_03370.jpg',\n",
       " 'image_03372.jpg',\n",
       " 'image_03373.jpg',\n",
       " 'image_03374.jpg',\n",
       " 'image_03375.jpg',\n",
       " 'image_03376.jpg',\n",
       " 'image_03377.jpg',\n",
       " 'image_03378.jpg',\n",
       " 'image_03379.jpg',\n",
       " 'image_03380.jpg',\n",
       " 'image_03381.jpg',\n",
       " 'image_03384.jpg',\n",
       " 'image_03385.jpg',\n",
       " 'image_03387.jpg',\n",
       " 'image_03388.jpg',\n",
       " 'image_03389.jpg',\n",
       " 'image_03391.jpg',\n",
       " 'image_03392.jpg',\n",
       " 'image_03393.jpg',\n",
       " 'image_03394.jpg',\n",
       " 'image_03395.jpg',\n",
       " 'image_03396.jpg',\n",
       " 'image_03397.jpg',\n",
       " 'image_03399.jpg',\n",
       " 'image_03401.jpg',\n",
       " 'image_03402.jpg',\n",
       " 'image_03403.jpg',\n",
       " 'image_03404.jpg',\n",
       " 'image_03405.jpg',\n",
       " 'image_03406.jpg',\n",
       " 'image_03407.jpg',\n",
       " 'image_03408.jpg',\n",
       " 'image_03410.jpg',\n",
       " 'image_03411.jpg',\n",
       " 'image_03413.jpg',\n",
       " 'image_03415.jpg',\n",
       " 'image_03417.jpg',\n",
       " 'image_03418.jpg',\n",
       " 'image_03419.jpg',\n",
       " 'image_03421.jpg',\n",
       " 'image_03422.jpg',\n",
       " 'image_03423.jpg',\n",
       " 'image_03424.jpg',\n",
       " 'image_03426.jpg',\n",
       " 'image_03427.jpg',\n",
       " 'image_03428.jpg',\n",
       " 'image_03429.jpg',\n",
       " 'image_03430.jpg',\n",
       " 'image_03431.jpg',\n",
       " 'image_03432.jpg',\n",
       " 'image_03433.jpg',\n",
       " 'image_03434.jpg',\n",
       " 'image_03435.jpg',\n",
       " 'image_03438.jpg',\n",
       " 'image_03439.jpg',\n",
       " 'image_03441.jpg',\n",
       " 'image_03443.jpg',\n",
       " 'image_03445.jpg',\n",
       " 'image_03446.jpg',\n",
       " 'image_03447.jpg',\n",
       " 'image_03448.jpg',\n",
       " 'image_03449.jpg',\n",
       " 'image_03450.jpg',\n",
       " 'image_03451.jpg',\n",
       " 'image_03452.jpg',\n",
       " 'image_03453.jpg',\n",
       " 'image_03455.jpg',\n",
       " 'image_03456.jpg',\n",
       " 'image_03457.jpg',\n",
       " 'image_03458.jpg',\n",
       " 'image_03459.jpg',\n",
       " 'image_06816.jpg',\n",
       " 'image_06817.jpg',\n",
       " 'image_06820.jpg',\n",
       " 'image_06821.jpg',\n",
       " 'image_06822.jpg',\n",
       " 'image_06823.jpg',\n",
       " 'image_06824.jpg',\n",
       " 'image_06825.jpg',\n",
       " 'image_06826.jpg',\n",
       " 'image_06827.jpg',\n",
       " 'image_06828.jpg',\n",
       " 'image_06829.jpg',\n",
       " 'image_06830.jpg',\n",
       " 'image_06831.jpg',\n",
       " 'image_06832.jpg',\n",
       " 'image_06833.jpg',\n",
       " 'image_06834.jpg',\n",
       " 'image_06835.jpg',\n",
       " 'image_06837.jpg',\n",
       " 'image_06838.jpg',\n",
       " 'image_06839.jpg',\n",
       " 'image_06840.jpg',\n",
       " 'image_06841.jpg',\n",
       " 'image_06842.jpg',\n",
       " 'image_06843.jpg',\n",
       " 'image_06844.jpg',\n",
       " 'image_06845.jpg',\n",
       " 'image_06846.jpg',\n",
       " 'image_06848.jpg',\n",
       " 'image_08048.jpg',\n",
       " 'image_08049.jpg',\n",
       " 'image_08050.jpg',\n",
       " 'image_08051.jpg',\n",
       " 'image_08052.jpg',\n",
       " 'image_08053.jpg',\n",
       " 'image_06571.jpg',\n",
       " 'image_06573.jpg',\n",
       " 'image_06574.jpg',\n",
       " 'image_06575.jpg',\n",
       " 'image_06576.jpg',\n",
       " 'image_06577.jpg',\n",
       " 'image_06578.jpg',\n",
       " 'image_06579.jpg',\n",
       " 'image_06581.jpg',\n",
       " 'image_06585.jpg',\n",
       " 'image_06586.jpg',\n",
       " 'image_06587.jpg',\n",
       " 'image_06588.jpg',\n",
       " 'image_06589.jpg',\n",
       " 'image_06590.jpg',\n",
       " 'image_06591.jpg',\n",
       " 'image_06592.jpg',\n",
       " 'image_06594.jpg',\n",
       " 'image_06595.jpg',\n",
       " 'image_06596.jpg',\n",
       " 'image_06597.jpg',\n",
       " 'image_06598.jpg',\n",
       " 'image_06599.jpg',\n",
       " 'image_06600.jpg',\n",
       " 'image_06601.jpg',\n",
       " 'image_06602.jpg',\n",
       " 'image_06603.jpg',\n",
       " 'image_06604.jpg',\n",
       " 'image_06605.jpg',\n",
       " 'image_06606.jpg',\n",
       " 'image_06607.jpg',\n",
       " 'image_06608.jpg',\n",
       " 'image_06609.jpg',\n",
       " 'image_06610.jpg',\n",
       " 'image_06487.jpg',\n",
       " 'image_06488.jpg',\n",
       " 'image_06489.jpg',\n",
       " 'image_06490.jpg',\n",
       " 'image_06491.jpg',\n",
       " 'image_06492.jpg',\n",
       " 'image_06493.jpg',\n",
       " 'image_06494.jpg',\n",
       " 'image_06495.jpg',\n",
       " 'image_06496.jpg',\n",
       " 'image_06499.jpg',\n",
       " 'image_06502.jpg',\n",
       " 'image_06503.jpg',\n",
       " 'image_06504.jpg',\n",
       " 'image_06505.jpg',\n",
       " 'image_06507.jpg',\n",
       " 'image_06508.jpg',\n",
       " 'image_06509.jpg',\n",
       " 'image_06510.jpg',\n",
       " 'image_06511.jpg',\n",
       " 'image_06512.jpg',\n",
       " 'image_06513.jpg',\n",
       " 'image_06515.jpg',\n",
       " 'image_06517.jpg',\n",
       " 'image_06518.jpg',\n",
       " 'image_06519.jpg',\n",
       " 'image_06520.jpg',\n",
       " 'image_06521.jpg',\n",
       " 'image_06522.jpg',\n",
       " 'image_06523.jpg',\n",
       " 'image_06524.jpg',\n",
       " 'image_06525.jpg',\n",
       " 'image_06527.jpg',\n",
       " 'image_06850.jpg',\n",
       " 'image_06851.jpg',\n",
       " 'image_06852.jpg',\n",
       " 'image_06853.jpg',\n",
       " 'image_06854.jpg',\n",
       " ...]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(0, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(9, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(99, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(100, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(101, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(10, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(11, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(12, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(13, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(14, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(15, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(16, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(17, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(18, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(1, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(19, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(20, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(21, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(22, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(23, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(24, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(25, dtype=int64),\n",
       " array(26, dtype=int64),\n",
       " array(26, dtype=int64),\n",
       " array(26, dtype=int64),\n",
       " array(26, dtype=int64),\n",
       " array(26, dtype=int64),\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 任务3：图像数据路径得完整\n",
    "\n",
    "- 因为一会咱得用这个路径去读数据，所以路径得加上前缀\n",
    "- 以后大家任务不同，数据不同，怎么加你看着来就行，反正得能读到图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_dir = 'data/flower_data/'\n",
    "train_dir = data_dir + '/train_filelist'\n",
    "valid_dir = data_dir + '/val_filelist'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./flower_data//train_filelist\\\\image_06734.jpg',\n",
       " './flower_data//train_filelist\\\\image_06735.jpg',\n",
       " './flower_data//train_filelist\\\\image_06736.jpg',\n",
       " './flower_data//train_filelist\\\\image_06737.jpg',\n",
       " './flower_data//train_filelist\\\\image_06738.jpg',\n",
       " './flower_data//train_filelist\\\\image_06740.jpg',\n",
       " './flower_data//train_filelist\\\\image_06741.jpg',\n",
       " './flower_data//train_filelist\\\\image_06742.jpg',\n",
       " './flower_data//train_filelist\\\\image_06744.jpg',\n",
       " './flower_data//train_filelist\\\\image_06745.jpg',\n",
       " './flower_data//train_filelist\\\\image_06746.jpg',\n",
       " './flower_data//train_filelist\\\\image_06747.jpg',\n",
       " './flower_data//train_filelist\\\\image_06748.jpg',\n",
       " './flower_data//train_filelist\\\\image_06750.jpg',\n",
       " './flower_data//train_filelist\\\\image_06751.jpg',\n",
       " './flower_data//train_filelist\\\\image_06753.jpg',\n",
       " './flower_data//train_filelist\\\\image_06757.jpg',\n",
       " './flower_data//train_filelist\\\\image_06759.jpg',\n",
       " './flower_data//train_filelist\\\\image_06761.jpg',\n",
       " './flower_data//train_filelist\\\\image_06762.jpg',\n",
       " './flower_data//train_filelist\\\\image_06766.jpg',\n",
       " './flower_data//train_filelist\\\\image_06767.jpg',\n",
       " './flower_data//train_filelist\\\\image_06768.jpg',\n",
       " './flower_data//train_filelist\\\\image_06770.jpg',\n",
       " './flower_data//train_filelist\\\\image_06771.jpg',\n",
       " './flower_data//train_filelist\\\\image_06772.jpg',\n",
       " './flower_data//train_filelist\\\\image_06773.jpg',\n",
       " './flower_data//train_filelist\\\\image_07086.jpg',\n",
       " './flower_data//train_filelist\\\\image_07087.jpg',\n",
       " './flower_data//train_filelist\\\\image_07088.jpg',\n",
       " './flower_data//train_filelist\\\\image_07089.jpg',\n",
       " './flower_data//train_filelist\\\\image_07091.jpg',\n",
       " './flower_data//train_filelist\\\\image_07092.jpg',\n",
       " './flower_data//train_filelist\\\\image_07093.jpg',\n",
       " './flower_data//train_filelist\\\\image_07095.jpg',\n",
       " './flower_data//train_filelist\\\\image_07096.jpg',\n",
       " './flower_data//train_filelist\\\\image_07097.jpg',\n",
       " './flower_data//train_filelist\\\\image_07098.jpg',\n",
       " './flower_data//train_filelist\\\\image_07099.jpg',\n",
       " './flower_data//train_filelist\\\\image_07100.jpg',\n",
       " './flower_data//train_filelist\\\\image_07103.jpg',\n",
       " './flower_data//train_filelist\\\\image_07105.jpg',\n",
       " './flower_data//train_filelist\\\\image_07106.jpg',\n",
       " './flower_data//train_filelist\\\\image_07108.jpg',\n",
       " './flower_data//train_filelist\\\\image_07109.jpg',\n",
       " './flower_data//train_filelist\\\\image_07110.jpg',\n",
       " './flower_data//train_filelist\\\\image_07111.jpg',\n",
       " './flower_data//train_filelist\\\\image_07112.jpg',\n",
       " './flower_data//train_filelist\\\\image_07113.jpg',\n",
       " './flower_data//train_filelist\\\\image_07114.jpg',\n",
       " './flower_data//train_filelist\\\\image_07115.jpg',\n",
       " './flower_data//train_filelist\\\\image_07116.jpg',\n",
       " './flower_data//train_filelist\\\\image_07118.jpg',\n",
       " './flower_data//train_filelist\\\\image_07119.jpg',\n",
       " './flower_data//train_filelist\\\\image_07120.jpg',\n",
       " './flower_data//train_filelist\\\\image_07121.jpg',\n",
       " './flower_data//train_filelist\\\\image_07122.jpg',\n",
       " './flower_data//train_filelist\\\\image_08090.jpg',\n",
       " './flower_data//train_filelist\\\\image_08091.jpg',\n",
       " './flower_data//train_filelist\\\\image_08092.jpg',\n",
       " './flower_data//train_filelist\\\\image_08093.jpg',\n",
       " './flower_data//train_filelist\\\\image_08094.jpg',\n",
       " './flower_data//train_filelist\\\\image_08095.jpg',\n",
       " './flower_data//train_filelist\\\\image_08096.jpg',\n",
       " './flower_data//train_filelist\\\\image_08097.jpg',\n",
       " './flower_data//train_filelist\\\\image_07893.jpg',\n",
       " './flower_data//train_filelist\\\\image_07894.jpg',\n",
       " './flower_data//train_filelist\\\\image_07898.jpg',\n",
       " './flower_data//train_filelist\\\\image_07900.jpg',\n",
       " './flower_data//train_filelist\\\\image_07901.jpg',\n",
       " './flower_data//train_filelist\\\\image_07903.jpg',\n",
       " './flower_data//train_filelist\\\\image_07906.jpg',\n",
       " './flower_data//train_filelist\\\\image_07907.jpg',\n",
       " './flower_data//train_filelist\\\\image_07908.jpg',\n",
       " './flower_data//train_filelist\\\\image_07909.jpg',\n",
       " './flower_data//train_filelist\\\\image_07910.jpg',\n",
       " './flower_data//train_filelist\\\\image_07911.jpg',\n",
       " './flower_data//train_filelist\\\\image_07912.jpg',\n",
       " './flower_data//train_filelist\\\\image_07913.jpg',\n",
       " './flower_data//train_filelist\\\\image_07914.jpg',\n",
       " './flower_data//train_filelist\\\\image_07915.jpg',\n",
       " './flower_data//train_filelist\\\\image_07916.jpg',\n",
       " './flower_data//train_filelist\\\\image_07918.jpg',\n",
       " './flower_data//train_filelist\\\\image_07919.jpg',\n",
       " './flower_data//train_filelist\\\\image_07920.jpg',\n",
       " './flower_data//train_filelist\\\\image_07921.jpg',\n",
       " './flower_data//train_filelist\\\\image_07922.jpg',\n",
       " './flower_data//train_filelist\\\\image_07923.jpg',\n",
       " './flower_data//train_filelist\\\\image_07924.jpg',\n",
       " './flower_data//train_filelist\\\\image_07925.jpg',\n",
       " './flower_data//train_filelist\\\\image_07927.jpg',\n",
       " './flower_data//train_filelist\\\\image_07928.jpg',\n",
       " './flower_data//train_filelist\\\\image_07930.jpg',\n",
       " './flower_data//train_filelist\\\\image_07932.jpg',\n",
       " './flower_data//train_filelist\\\\image_07933.jpg',\n",
       " './flower_data//train_filelist\\\\image_07934.jpg',\n",
       " './flower_data//train_filelist\\\\image_07935.jpg',\n",
       " './flower_data//train_filelist\\\\image_07937.jpg',\n",
       " './flower_data//train_filelist\\\\image_07940.jpg',\n",
       " './flower_data//train_filelist\\\\image_07941.jpg',\n",
       " './flower_data//train_filelist\\\\image_07942.jpg',\n",
       " './flower_data//train_filelist\\\\image_07943.jpg',\n",
       " './flower_data//train_filelist\\\\image_07944.jpg',\n",
       " './flower_data//train_filelist\\\\image_07945.jpg',\n",
       " './flower_data//train_filelist\\\\image_07946.jpg',\n",
       " './flower_data//train_filelist\\\\image_07947.jpg',\n",
       " './flower_data//train_filelist\\\\image_07948.jpg',\n",
       " './flower_data//train_filelist\\\\image_07950.jpg',\n",
       " './flower_data//train_filelist\\\\image_07953.jpg',\n",
       " './flower_data//train_filelist\\\\image_07954.jpg',\n",
       " './flower_data//train_filelist\\\\image_07955.jpg',\n",
       " './flower_data//train_filelist\\\\image_07956.jpg',\n",
       " './flower_data//train_filelist\\\\image_07957.jpg',\n",
       " './flower_data//train_filelist\\\\image_07958.jpg',\n",
       " './flower_data//train_filelist\\\\image_07959.jpg',\n",
       " './flower_data//train_filelist\\\\image_07960.jpg',\n",
       " './flower_data//train_filelist\\\\image_07961.jpg',\n",
       " './flower_data//train_filelist\\\\image_07964.jpg',\n",
       " './flower_data//train_filelist\\\\image_07965.jpg',\n",
       " './flower_data//train_filelist\\\\image_07966.jpg',\n",
       " './flower_data//train_filelist\\\\image_07967.jpg',\n",
       " './flower_data//train_filelist\\\\image_07968.jpg',\n",
       " './flower_data//train_filelist\\\\image_07969.jpg',\n",
       " './flower_data//train_filelist\\\\image_07971.jpg',\n",
       " './flower_data//train_filelist\\\\image_07972.jpg',\n",
       " './flower_data//train_filelist\\\\image_07973.jpg',\n",
       " './flower_data//train_filelist\\\\image_07974.jpg',\n",
       " './flower_data//train_filelist\\\\image_07975.jpg',\n",
       " './flower_data//train_filelist\\\\image_07976.jpg',\n",
       " './flower_data//train_filelist\\\\image_07977.jpg',\n",
       " './flower_data//train_filelist\\\\image_07978.jpg',\n",
       " './flower_data//train_filelist\\\\image_07979.jpg',\n",
       " './flower_data//train_filelist\\\\image_07980.jpg',\n",
       " './flower_data//train_filelist\\\\image_07981.jpg',\n",
       " './flower_data//train_filelist\\\\image_07982.jpg',\n",
       " './flower_data//train_filelist\\\\image_07984.jpg',\n",
       " './flower_data//train_filelist\\\\image_07986.jpg',\n",
       " './flower_data//train_filelist\\\\image_07987.jpg',\n",
       " './flower_data//train_filelist\\\\image_07989.jpg',\n",
       " './flower_data//train_filelist\\\\image_07990.jpg',\n",
       " './flower_data//train_filelist\\\\image_07991.jpg',\n",
       " './flower_data//train_filelist\\\\image_07992.jpg',\n",
       " './flower_data//train_filelist\\\\image_07993.jpg',\n",
       " './flower_data//train_filelist\\\\image_07994.jpg',\n",
       " './flower_data//train_filelist\\\\image_07995.jpg',\n",
       " './flower_data//train_filelist\\\\image_07996.jpg',\n",
       " './flower_data//train_filelist\\\\image_07997.jpg',\n",
       " './flower_data//train_filelist\\\\image_07998.jpg',\n",
       " './flower_data//train_filelist\\\\image_07999.jpg',\n",
       " './flower_data//train_filelist\\\\image_08000.jpg',\n",
       " './flower_data//train_filelist\\\\image_08001.jpg',\n",
       " './flower_data//train_filelist\\\\image_08003.jpg',\n",
       " './flower_data//train_filelist\\\\image_08005.jpg',\n",
       " './flower_data//train_filelist\\\\image_08007.jpg',\n",
       " './flower_data//train_filelist\\\\image_08008.jpg',\n",
       " './flower_data//train_filelist\\\\image_08009.jpg',\n",
       " './flower_data//train_filelist\\\\image_08010.jpg',\n",
       " './flower_data//train_filelist\\\\image_08011.jpg',\n",
       " './flower_data//train_filelist\\\\image_08013.jpg',\n",
       " './flower_data//train_filelist\\\\image_08016.jpg',\n",
       " './flower_data//train_filelist\\\\image_08017.jpg',\n",
       " './flower_data//train_filelist\\\\image_08018.jpg',\n",
       " './flower_data//train_filelist\\\\image_08019.jpg',\n",
       " './flower_data//train_filelist\\\\image_08020.jpg',\n",
       " './flower_data//train_filelist\\\\image_08021.jpg',\n",
       " './flower_data//train_filelist\\\\image_08022.jpg',\n",
       " './flower_data//train_filelist\\\\image_08024.jpg',\n",
       " './flower_data//train_filelist\\\\image_08025.jpg',\n",
       " './flower_data//train_filelist\\\\image_08026.jpg',\n",
       " './flower_data//train_filelist\\\\image_08027.jpg',\n",
       " './flower_data//train_filelist\\\\image_08028.jpg',\n",
       " './flower_data//train_filelist\\\\image_08029.jpg',\n",
       " './flower_data//train_filelist\\\\image_08031.jpg',\n",
       " './flower_data//train_filelist\\\\image_08032.jpg',\n",
       " './flower_data//train_filelist\\\\image_08033.jpg',\n",
       " './flower_data//train_filelist\\\\image_08034.jpg',\n",
       " './flower_data//train_filelist\\\\image_08035.jpg',\n",
       " './flower_data//train_filelist\\\\image_08036.jpg',\n",
       " './flower_data//train_filelist\\\\image_08037.jpg',\n",
       " './flower_data//train_filelist\\\\image_08039.jpg',\n",
       " './flower_data//train_filelist\\\\image_08043.jpg',\n",
       " './flower_data//train_filelist\\\\image_08044.jpg',\n",
       " './flower_data//train_filelist\\\\image_08045.jpg',\n",
       " './flower_data//train_filelist\\\\image_08046.jpg',\n",
       " './flower_data//train_filelist\\\\image_08047.jpg',\n",
       " './flower_data//train_filelist\\\\image_03095.jpg',\n",
       " './flower_data//train_filelist\\\\image_03096.jpg',\n",
       " './flower_data//train_filelist\\\\image_03097.jpg',\n",
       " './flower_data//train_filelist\\\\image_03099.jpg',\n",
       " './flower_data//train_filelist\\\\image_03101.jpg',\n",
       " './flower_data//train_filelist\\\\image_03102.jpg',\n",
       " './flower_data//train_filelist\\\\image_03103.jpg',\n",
       " './flower_data//train_filelist\\\\image_03104.jpg',\n",
       " './flower_data//train_filelist\\\\image_03105.jpg',\n",
       " './flower_data//train_filelist\\\\image_03106.jpg',\n",
       " './flower_data//train_filelist\\\\image_03107.jpg',\n",
       " './flower_data//train_filelist\\\\image_03109.jpg',\n",
       " './flower_data//train_filelist\\\\image_03110.jpg',\n",
       " './flower_data//train_filelist\\\\image_03112.jpg',\n",
       " './flower_data//train_filelist\\\\image_03113.jpg',\n",
       " './flower_data//train_filelist\\\\image_03114.jpg',\n",
       " './flower_data//train_filelist\\\\image_03117.jpg',\n",
       " './flower_data//train_filelist\\\\image_03118.jpg',\n",
       " './flower_data//train_filelist\\\\image_03119.jpg',\n",
       " './flower_data//train_filelist\\\\image_03120.jpg',\n",
       " './flower_data//train_filelist\\\\image_03121.jpg',\n",
       " './flower_data//train_filelist\\\\image_03122.jpg',\n",
       " './flower_data//train_filelist\\\\image_03123.jpg',\n",
       " './flower_data//train_filelist\\\\image_03124.jpg',\n",
       " './flower_data//train_filelist\\\\image_03126.jpg',\n",
       " './flower_data//train_filelist\\\\image_03127.jpg',\n",
       " './flower_data//train_filelist\\\\image_03129.jpg',\n",
       " './flower_data//train_filelist\\\\image_03131.jpg',\n",
       " './flower_data//train_filelist\\\\image_03132.jpg',\n",
       " './flower_data//train_filelist\\\\image_03133.jpg',\n",
       " './flower_data//train_filelist\\\\image_03134.jpg',\n",
       " './flower_data//train_filelist\\\\image_03135.jpg',\n",
       " './flower_data//train_filelist\\\\image_03136.jpg',\n",
       " './flower_data//train_filelist\\\\image_03137.jpg',\n",
       " './flower_data//train_filelist\\\\image_03138.jpg',\n",
       " './flower_data//train_filelist\\\\image_03140.jpg',\n",
       " './flower_data//train_filelist\\\\image_03142.jpg',\n",
       " './flower_data//train_filelist\\\\image_03143.jpg',\n",
       " './flower_data//train_filelist\\\\image_03144.jpg',\n",
       " './flower_data//train_filelist\\\\image_03146.jpg',\n",
       " './flower_data//train_filelist\\\\image_03148.jpg',\n",
       " './flower_data//train_filelist\\\\image_03149.jpg',\n",
       " './flower_data//train_filelist\\\\image_03150.jpg',\n",
       " './flower_data//train_filelist\\\\image_03152.jpg',\n",
       " './flower_data//train_filelist\\\\image_03153.jpg',\n",
       " './flower_data//train_filelist\\\\image_03154.jpg',\n",
       " './flower_data//train_filelist\\\\image_03155.jpg',\n",
       " './flower_data//train_filelist\\\\image_03156.jpg',\n",
       " './flower_data//train_filelist\\\\image_03158.jpg',\n",
       " './flower_data//train_filelist\\\\image_03159.jpg',\n",
       " './flower_data//train_filelist\\\\image_03160.jpg',\n",
       " './flower_data//train_filelist\\\\image_03161.jpg',\n",
       " './flower_data//train_filelist\\\\image_03162.jpg',\n",
       " './flower_data//train_filelist\\\\image_03163.jpg',\n",
       " './flower_data//train_filelist\\\\image_03164.jpg',\n",
       " './flower_data//train_filelist\\\\image_03166.jpg',\n",
       " './flower_data//train_filelist\\\\image_03167.jpg',\n",
       " './flower_data//train_filelist\\\\image_03168.jpg',\n",
       " './flower_data//train_filelist\\\\image_03169.jpg',\n",
       " './flower_data//train_filelist\\\\image_03170.jpg',\n",
       " './flower_data//train_filelist\\\\image_03171.jpg',\n",
       " './flower_data//train_filelist\\\\image_03172.jpg',\n",
       " './flower_data//train_filelist\\\\image_03174.jpg',\n",
       " './flower_data//train_filelist\\\\image_03175.jpg',\n",
       " './flower_data//train_filelist\\\\image_03178.jpg',\n",
       " './flower_data//train_filelist\\\\image_03179.jpg',\n",
       " './flower_data//train_filelist\\\\image_03180.jpg',\n",
       " './flower_data//train_filelist\\\\image_03181.jpg',\n",
       " './flower_data//train_filelist\\\\image_03995.jpg',\n",
       " './flower_data//train_filelist\\\\image_03999.jpg',\n",
       " './flower_data//train_filelist\\\\image_04000.jpg',\n",
       " './flower_data//train_filelist\\\\image_04001.jpg',\n",
       " './flower_data//train_filelist\\\\image_04002.jpg',\n",
       " './flower_data//train_filelist\\\\image_04003.jpg',\n",
       " './flower_data//train_filelist\\\\image_04004.jpg',\n",
       " './flower_data//train_filelist\\\\image_04005.jpg',\n",
       " './flower_data//train_filelist\\\\image_04006.jpg',\n",
       " './flower_data//train_filelist\\\\image_04007.jpg',\n",
       " './flower_data//train_filelist\\\\image_04008.jpg',\n",
       " './flower_data//train_filelist\\\\image_04009.jpg',\n",
       " './flower_data//train_filelist\\\\image_04010.jpg',\n",
       " './flower_data//train_filelist\\\\image_04011.jpg',\n",
       " './flower_data//train_filelist\\\\image_04015.jpg',\n",
       " './flower_data//train_filelist\\\\image_04017.jpg',\n",
       " './flower_data//train_filelist\\\\image_04018.jpg',\n",
       " './flower_data//train_filelist\\\\image_04019.jpg',\n",
       " './flower_data//train_filelist\\\\image_04020.jpg',\n",
       " './flower_data//train_filelist\\\\image_04021.jpg',\n",
       " './flower_data//train_filelist\\\\image_04022.jpg',\n",
       " './flower_data//train_filelist\\\\image_04024.jpg',\n",
       " './flower_data//train_filelist\\\\image_04025.jpg',\n",
       " './flower_data//train_filelist\\\\image_04026.jpg',\n",
       " './flower_data//train_filelist\\\\image_04027.jpg',\n",
       " './flower_data//train_filelist\\\\image_04028.jpg',\n",
       " './flower_data//train_filelist\\\\image_04029.jpg',\n",
       " './flower_data//train_filelist\\\\image_04030.jpg',\n",
       " './flower_data//train_filelist\\\\image_04031.jpg',\n",
       " './flower_data//train_filelist\\\\image_04032.jpg',\n",
       " './flower_data//train_filelist\\\\image_04033.jpg',\n",
       " './flower_data//train_filelist\\\\image_04034.jpg',\n",
       " './flower_data//train_filelist\\\\image_04035.jpg',\n",
       " './flower_data//train_filelist\\\\image_04036.jpg',\n",
       " './flower_data//train_filelist\\\\image_04037.jpg',\n",
       " './flower_data//train_filelist\\\\image_04038.jpg',\n",
       " './flower_data//train_filelist\\\\image_04039.jpg',\n",
       " './flower_data//train_filelist\\\\image_04040.jpg',\n",
       " './flower_data//train_filelist\\\\image_04041.jpg',\n",
       " './flower_data//train_filelist\\\\image_04042.jpg',\n",
       " './flower_data//train_filelist\\\\image_04043.jpg',\n",
       " './flower_data//train_filelist\\\\image_04044.jpg',\n",
       " './flower_data//train_filelist\\\\image_04045.jpg',\n",
       " './flower_data//train_filelist\\\\image_04046.jpg',\n",
       " './flower_data//train_filelist\\\\image_04047.jpg',\n",
       " './flower_data//train_filelist\\\\image_04048.jpg',\n",
       " './flower_data//train_filelist\\\\image_04049.jpg',\n",
       " './flower_data//train_filelist\\\\image_04050.jpg',\n",
       " './flower_data//train_filelist\\\\image_04051.jpg',\n",
       " './flower_data//train_filelist\\\\image_04053.jpg',\n",
       " './flower_data//train_filelist\\\\image_04054.jpg',\n",
       " './flower_data//train_filelist\\\\image_04055.jpg',\n",
       " './flower_data//train_filelist\\\\image_04056.jpg',\n",
       " './flower_data//train_filelist\\\\image_04057.jpg',\n",
       " './flower_data//train_filelist\\\\image_04058.jpg',\n",
       " './flower_data//train_filelist\\\\image_04060.jpg',\n",
       " './flower_data//train_filelist\\\\image_04061.jpg',\n",
       " './flower_data//train_filelist\\\\image_04062.jpg',\n",
       " './flower_data//train_filelist\\\\image_04063.jpg',\n",
       " './flower_data//train_filelist\\\\image_04064.jpg',\n",
       " './flower_data//train_filelist\\\\image_04065.jpg',\n",
       " './flower_data//train_filelist\\\\image_04066.jpg',\n",
       " './flower_data//train_filelist\\\\image_04067.jpg',\n",
       " './flower_data//train_filelist\\\\image_04068.jpg',\n",
       " './flower_data//train_filelist\\\\image_04069.jpg',\n",
       " './flower_data//train_filelist\\\\image_04070.jpg',\n",
       " './flower_data//train_filelist\\\\image_04071.jpg',\n",
       " './flower_data//train_filelist\\\\image_04073.jpg',\n",
       " './flower_data//train_filelist\\\\image_04074.jpg',\n",
       " './flower_data//train_filelist\\\\image_04075.jpg',\n",
       " './flower_data//train_filelist\\\\image_04076.jpg',\n",
       " './flower_data//train_filelist\\\\image_04078.jpg',\n",
       " './flower_data//train_filelist\\\\image_04079.jpg',\n",
       " './flower_data//train_filelist\\\\image_05744.jpg',\n",
       " './flower_data//train_filelist\\\\image_05746.jpg',\n",
       " './flower_data//train_filelist\\\\image_05747.jpg',\n",
       " './flower_data//train_filelist\\\\image_05748.jpg',\n",
       " './flower_data//train_filelist\\\\image_05750.jpg',\n",
       " './flower_data//train_filelist\\\\image_05751.jpg',\n",
       " './flower_data//train_filelist\\\\image_05752.jpg',\n",
       " './flower_data//train_filelist\\\\image_05753.jpg',\n",
       " './flower_data//train_filelist\\\\image_05754.jpg',\n",
       " './flower_data//train_filelist\\\\image_05755.jpg',\n",
       " './flower_data//train_filelist\\\\image_05756.jpg',\n",
       " './flower_data//train_filelist\\\\image_05757.jpg',\n",
       " './flower_data//train_filelist\\\\image_05758.jpg',\n",
       " './flower_data//train_filelist\\\\image_05760.jpg',\n",
       " './flower_data//train_filelist\\\\image_05762.jpg',\n",
       " './flower_data//train_filelist\\\\image_05764.jpg',\n",
       " './flower_data//train_filelist\\\\image_05765.jpg',\n",
       " './flower_data//train_filelist\\\\image_05766.jpg',\n",
       " './flower_data//train_filelist\\\\image_05768.jpg',\n",
       " './flower_data//train_filelist\\\\image_05770.jpg',\n",
       " './flower_data//train_filelist\\\\image_05771.jpg',\n",
       " './flower_data//train_filelist\\\\image_05773.jpg',\n",
       " './flower_data//train_filelist\\\\image_05774.jpg',\n",
       " './flower_data//train_filelist\\\\image_05776.jpg',\n",
       " './flower_data//train_filelist\\\\image_05777.jpg',\n",
       " './flower_data//train_filelist\\\\image_05778.jpg',\n",
       " './flower_data//train_filelist\\\\image_05779.jpg',\n",
       " './flower_data//train_filelist\\\\image_05780.jpg',\n",
       " './flower_data//train_filelist\\\\image_05781.jpg',\n",
       " './flower_data//train_filelist\\\\image_05782.jpg',\n",
       " './flower_data//train_filelist\\\\image_05784.jpg',\n",
       " './flower_data//train_filelist\\\\image_05785.jpg',\n",
       " './flower_data//train_filelist\\\\image_05786.jpg',\n",
       " './flower_data//train_filelist\\\\image_05788.jpg',\n",
       " './flower_data//train_filelist\\\\image_05789.jpg',\n",
       " './flower_data//train_filelist\\\\image_05790.jpg',\n",
       " './flower_data//train_filelist\\\\image_05791.jpg',\n",
       " './flower_data//train_filelist\\\\image_05792.jpg',\n",
       " './flower_data//train_filelist\\\\image_06049.jpg',\n",
       " './flower_data//train_filelist\\\\image_06050.jpg',\n",
       " './flower_data//train_filelist\\\\image_06051.jpg',\n",
       " './flower_data//train_filelist\\\\image_06053.jpg',\n",
       " './flower_data//train_filelist\\\\image_06054.jpg',\n",
       " './flower_data//train_filelist\\\\image_06055.jpg',\n",
       " './flower_data//train_filelist\\\\image_06056.jpg',\n",
       " './flower_data//train_filelist\\\\image_06057.jpg',\n",
       " './flower_data//train_filelist\\\\image_06058.jpg',\n",
       " './flower_data//train_filelist\\\\image_06059.jpg',\n",
       " './flower_data//train_filelist\\\\image_06060.jpg',\n",
       " './flower_data//train_filelist\\\\image_06061.jpg',\n",
       " './flower_data//train_filelist\\\\image_06062.jpg',\n",
       " './flower_data//train_filelist\\\\image_06063.jpg',\n",
       " './flower_data//train_filelist\\\\image_06064.jpg',\n",
       " './flower_data//train_filelist\\\\image_06065.jpg',\n",
       " './flower_data//train_filelist\\\\image_06066.jpg',\n",
       " './flower_data//train_filelist\\\\image_06067.jpg',\n",
       " './flower_data//train_filelist\\\\image_06068.jpg',\n",
       " './flower_data//train_filelist\\\\image_06069.jpg',\n",
       " './flower_data//train_filelist\\\\image_06070.jpg',\n",
       " './flower_data//train_filelist\\\\image_06071.jpg',\n",
       " './flower_data//train_filelist\\\\image_06072.jpg',\n",
       " './flower_data//train_filelist\\\\image_06073.jpg',\n",
       " './flower_data//train_filelist\\\\image_06074.jpg',\n",
       " './flower_data//train_filelist\\\\image_06075.jpg',\n",
       " './flower_data//train_filelist\\\\image_06076.jpg',\n",
       " './flower_data//train_filelist\\\\image_06077.jpg',\n",
       " './flower_data//train_filelist\\\\image_06078.jpg',\n",
       " './flower_data//train_filelist\\\\image_06079.jpg',\n",
       " './flower_data//train_filelist\\\\image_06080.jpg',\n",
       " './flower_data//train_filelist\\\\image_06081.jpg',\n",
       " './flower_data//train_filelist\\\\image_06084.jpg',\n",
       " './flower_data//train_filelist\\\\image_06085.jpg',\n",
       " './flower_data//train_filelist\\\\image_06086.jpg',\n",
       " './flower_data//train_filelist\\\\image_06087.jpg',\n",
       " './flower_data//train_filelist\\\\image_06088.jpg',\n",
       " './flower_data//train_filelist\\\\image_06089.jpg',\n",
       " './flower_data//train_filelist\\\\image_06090.jpg',\n",
       " './flower_data//train_filelist\\\\image_06092.jpg',\n",
       " './flower_data//train_filelist\\\\image_06093.jpg',\n",
       " './flower_data//train_filelist\\\\image_06094.jpg',\n",
       " './flower_data//train_filelist\\\\image_06095.jpg',\n",
       " './flower_data//train_filelist\\\\image_06096.jpg',\n",
       " './flower_data//train_filelist\\\\image_06347.jpg',\n",
       " './flower_data//train_filelist\\\\image_06348.jpg',\n",
       " './flower_data//train_filelist\\\\image_06349.jpg',\n",
       " './flower_data//train_filelist\\\\image_06350.jpg',\n",
       " './flower_data//train_filelist\\\\image_06352.jpg',\n",
       " './flower_data//train_filelist\\\\image_06355.jpg',\n",
       " './flower_data//train_filelist\\\\image_06356.jpg',\n",
       " './flower_data//train_filelist\\\\image_06357.jpg',\n",
       " './flower_data//train_filelist\\\\image_06359.jpg',\n",
       " './flower_data//train_filelist\\\\image_06361.jpg',\n",
       " './flower_data//train_filelist\\\\image_06362.jpg',\n",
       " './flower_data//train_filelist\\\\image_06363.jpg',\n",
       " './flower_data//train_filelist\\\\image_06364.jpg',\n",
       " './flower_data//train_filelist\\\\image_06365.jpg',\n",
       " './flower_data//train_filelist\\\\image_06366.jpg',\n",
       " './flower_data//train_filelist\\\\image_06367.jpg',\n",
       " './flower_data//train_filelist\\\\image_06368.jpg',\n",
       " './flower_data//train_filelist\\\\image_06370.jpg',\n",
       " './flower_data//train_filelist\\\\image_06371.jpg',\n",
       " './flower_data//train_filelist\\\\image_06372.jpg',\n",
       " './flower_data//train_filelist\\\\image_06373.jpg',\n",
       " './flower_data//train_filelist\\\\image_06375.jpg',\n",
       " './flower_data//train_filelist\\\\image_06376.jpg',\n",
       " './flower_data//train_filelist\\\\image_06377.jpg',\n",
       " './flower_data//train_filelist\\\\image_06378.jpg',\n",
       " './flower_data//train_filelist\\\\image_06379.jpg',\n",
       " './flower_data//train_filelist\\\\image_06380.jpg',\n",
       " './flower_data//train_filelist\\\\image_06381.jpg',\n",
       " './flower_data//train_filelist\\\\image_06382.jpg',\n",
       " './flower_data//train_filelist\\\\image_06383.jpg',\n",
       " './flower_data//train_filelist\\\\image_06384.jpg',\n",
       " './flower_data//train_filelist\\\\image_06387.jpg',\n",
       " './flower_data//train_filelist\\\\image_06388.jpg',\n",
       " './flower_data//train_filelist\\\\image_06390.jpg',\n",
       " './flower_data//train_filelist\\\\image_06391.jpg',\n",
       " './flower_data//train_filelist\\\\image_06392.jpg',\n",
       " './flower_data//train_filelist\\\\image_06393.jpg',\n",
       " './flower_data//train_filelist\\\\image_06394.jpg',\n",
       " './flower_data//train_filelist\\\\image_06652.jpg',\n",
       " './flower_data//train_filelist\\\\image_06653.jpg',\n",
       " './flower_data//train_filelist\\\\image_06654.jpg',\n",
       " './flower_data//train_filelist\\\\image_06655.jpg',\n",
       " './flower_data//train_filelist\\\\image_06656.jpg',\n",
       " './flower_data//train_filelist\\\\image_06658.jpg',\n",
       " './flower_data//train_filelist\\\\image_06659.jpg',\n",
       " './flower_data//train_filelist\\\\image_06660.jpg',\n",
       " './flower_data//train_filelist\\\\image_06661.jpg',\n",
       " './flower_data//train_filelist\\\\image_06662.jpg',\n",
       " './flower_data//train_filelist\\\\image_06663.jpg',\n",
       " './flower_data//train_filelist\\\\image_06664.jpg',\n",
       " './flower_data//train_filelist\\\\image_06665.jpg',\n",
       " './flower_data//train_filelist\\\\image_06666.jpg',\n",
       " './flower_data//train_filelist\\\\image_06667.jpg',\n",
       " './flower_data//train_filelist\\\\image_06668.jpg',\n",
       " './flower_data//train_filelist\\\\image_06669.jpg',\n",
       " './flower_data//train_filelist\\\\image_06672.jpg',\n",
       " './flower_data//train_filelist\\\\image_06674.jpg',\n",
       " './flower_data//train_filelist\\\\image_06675.jpg',\n",
       " './flower_data//train_filelist\\\\image_06676.jpg',\n",
       " './flower_data//train_filelist\\\\image_06677.jpg',\n",
       " './flower_data//train_filelist\\\\image_06678.jpg',\n",
       " './flower_data//train_filelist\\\\image_06679.jpg',\n",
       " './flower_data//train_filelist\\\\image_06680.jpg',\n",
       " './flower_data//train_filelist\\\\image_06681.jpg',\n",
       " './flower_data//train_filelist\\\\image_06682.jpg',\n",
       " './flower_data//train_filelist\\\\image_06683.jpg',\n",
       " './flower_data//train_filelist\\\\image_06684.jpg',\n",
       " './flower_data//train_filelist\\\\image_06685.jpg',\n",
       " './flower_data//train_filelist\\\\image_06686.jpg',\n",
       " './flower_data//train_filelist\\\\image_06687.jpg',\n",
       " './flower_data//train_filelist\\\\image_06688.jpg',\n",
       " './flower_data//train_filelist\\\\image_06689.jpg',\n",
       " './flower_data//train_filelist\\\\image_06690.jpg',\n",
       " './flower_data//train_filelist\\\\image_06692.jpg',\n",
       " './flower_data//train_filelist\\\\image_03828.jpg',\n",
       " './flower_data//train_filelist\\\\image_03832.jpg',\n",
       " './flower_data//train_filelist\\\\image_03833.jpg',\n",
       " './flower_data//train_filelist\\\\image_03835.jpg',\n",
       " './flower_data//train_filelist\\\\image_03836.jpg',\n",
       " './flower_data//train_filelist\\\\image_03838.jpg',\n",
       " './flower_data//train_filelist\\\\image_03840.jpg',\n",
       " './flower_data//train_filelist\\\\image_03841.jpg',\n",
       " './flower_data//train_filelist\\\\image_03844.jpg',\n",
       " './flower_data//train_filelist\\\\image_03845.jpg',\n",
       " './flower_data//train_filelist\\\\image_03847.jpg',\n",
       " './flower_data//train_filelist\\\\image_03848.jpg',\n",
       " './flower_data//train_filelist\\\\image_03849.jpg',\n",
       " './flower_data//train_filelist\\\\image_03850.jpg',\n",
       " './flower_data//train_filelist\\\\image_03852.jpg',\n",
       " './flower_data//train_filelist\\\\image_03853.jpg',\n",
       " './flower_data//train_filelist\\\\image_03857.jpg',\n",
       " './flower_data//train_filelist\\\\image_03858.jpg',\n",
       " './flower_data//train_filelist\\\\image_03859.jpg',\n",
       " './flower_data//train_filelist\\\\image_03860.jpg',\n",
       " './flower_data//train_filelist\\\\image_03862.jpg',\n",
       " './flower_data//train_filelist\\\\image_03863.jpg',\n",
       " './flower_data//train_filelist\\\\image_03865.jpg',\n",
       " './flower_data//train_filelist\\\\image_03866.jpg',\n",
       " './flower_data//train_filelist\\\\image_03867.jpg',\n",
       " './flower_data//train_filelist\\\\image_03869.jpg',\n",
       " './flower_data//train_filelist\\\\image_03870.jpg',\n",
       " './flower_data//train_filelist\\\\image_03871.jpg',\n",
       " './flower_data//train_filelist\\\\image_03873.jpg',\n",
       " './flower_data//train_filelist\\\\image_03874.jpg',\n",
       " './flower_data//train_filelist\\\\image_03875.jpg',\n",
       " './flower_data//train_filelist\\\\image_03877.jpg',\n",
       " './flower_data//train_filelist\\\\image_03878.jpg',\n",
       " './flower_data//train_filelist\\\\image_03879.jpg',\n",
       " './flower_data//train_filelist\\\\image_03880.jpg',\n",
       " './flower_data//train_filelist\\\\image_03881.jpg',\n",
       " './flower_data//train_filelist\\\\image_03882.jpg',\n",
       " './flower_data//train_filelist\\\\image_03884.jpg',\n",
       " './flower_data//train_filelist\\\\image_03885.jpg',\n",
       " './flower_data//train_filelist\\\\image_03886.jpg',\n",
       " './flower_data//train_filelist\\\\image_03887.jpg',\n",
       " './flower_data//train_filelist\\\\image_03888.jpg',\n",
       " './flower_data//train_filelist\\\\image_03889.jpg',\n",
       " './flower_data//train_filelist\\\\image_03891.jpg',\n",
       " './flower_data//train_filelist\\\\image_03892.jpg',\n",
       " './flower_data//train_filelist\\\\image_03894.jpg',\n",
       " './flower_data//train_filelist\\\\image_03895.jpg',\n",
       " './flower_data//train_filelist\\\\image_03896.jpg',\n",
       " './flower_data//train_filelist\\\\image_03897.jpg',\n",
       " './flower_data//train_filelist\\\\image_03898.jpg',\n",
       " './flower_data//train_filelist\\\\image_03899.jpg',\n",
       " './flower_data//train_filelist\\\\image_03900.jpg',\n",
       " './flower_data//train_filelist\\\\image_03901.jpg',\n",
       " './flower_data//train_filelist\\\\image_03902.jpg',\n",
       " './flower_data//train_filelist\\\\image_03903.jpg',\n",
       " './flower_data//train_filelist\\\\image_03904.jpg',\n",
       " './flower_data//train_filelist\\\\image_03905.jpg',\n",
       " './flower_data//train_filelist\\\\image_03909.jpg',\n",
       " './flower_data//train_filelist\\\\image_03910.jpg',\n",
       " './flower_data//train_filelist\\\\image_03912.jpg',\n",
       " './flower_data//train_filelist\\\\image_04244.jpg',\n",
       " './flower_data//train_filelist\\\\image_04245.jpg',\n",
       " './flower_data//train_filelist\\\\image_04246.jpg',\n",
       " './flower_data//train_filelist\\\\image_04247.jpg',\n",
       " './flower_data//train_filelist\\\\image_04249.jpg',\n",
       " './flower_data//train_filelist\\\\image_04250.jpg',\n",
       " './flower_data//train_filelist\\\\image_04251.jpg',\n",
       " './flower_data//train_filelist\\\\image_04253.jpg',\n",
       " './flower_data//train_filelist\\\\image_04255.jpg',\n",
       " './flower_data//train_filelist\\\\image_04257.jpg',\n",
       " './flower_data//train_filelist\\\\image_04258.jpg',\n",
       " './flower_data//train_filelist\\\\image_04259.jpg',\n",
       " './flower_data//train_filelist\\\\image_04260.jpg',\n",
       " './flower_data//train_filelist\\\\image_04262.jpg',\n",
       " './flower_data//train_filelist\\\\image_04264.jpg',\n",
       " './flower_data//train_filelist\\\\image_04265.jpg',\n",
       " './flower_data//train_filelist\\\\image_04266.jpg',\n",
       " './flower_data//train_filelist\\\\image_04267.jpg',\n",
       " './flower_data//train_filelist\\\\image_04268.jpg',\n",
       " './flower_data//train_filelist\\\\image_04269.jpg',\n",
       " './flower_data//train_filelist\\\\image_04270.jpg',\n",
       " './flower_data//train_filelist\\\\image_04271.jpg',\n",
       " './flower_data//train_filelist\\\\image_04273.jpg',\n",
       " './flower_data//train_filelist\\\\image_04274.jpg',\n",
       " './flower_data//train_filelist\\\\image_04275.jpg',\n",
       " './flower_data//train_filelist\\\\image_04276.jpg',\n",
       " './flower_data//train_filelist\\\\image_04279.jpg',\n",
       " './flower_data//train_filelist\\\\image_04280.jpg',\n",
       " './flower_data//train_filelist\\\\image_04281.jpg',\n",
       " './flower_data//train_filelist\\\\image_04282.jpg',\n",
       " './flower_data//train_filelist\\\\image_04283.jpg',\n",
       " './flower_data//train_filelist\\\\image_04284.jpg',\n",
       " './flower_data//train_filelist\\\\image_04285.jpg',\n",
       " './flower_data//train_filelist\\\\image_04286.jpg',\n",
       " './flower_data//train_filelist\\\\image_04287.jpg',\n",
       " './flower_data//train_filelist\\\\image_04288.jpg',\n",
       " './flower_data//train_filelist\\\\image_04289.jpg',\n",
       " './flower_data//train_filelist\\\\image_04291.jpg',\n",
       " './flower_data//train_filelist\\\\image_04293.jpg',\n",
       " './flower_data//train_filelist\\\\image_04294.jpg',\n",
       " './flower_data//train_filelist\\\\image_04295.jpg',\n",
       " './flower_data//train_filelist\\\\image_04296.jpg',\n",
       " './flower_data//train_filelist\\\\image_04297.jpg',\n",
       " './flower_data//train_filelist\\\\image_04298.jpg',\n",
       " './flower_data//train_filelist\\\\image_04300.jpg',\n",
       " './flower_data//train_filelist\\\\image_04301.jpg',\n",
       " './flower_data//train_filelist\\\\image_04302.jpg',\n",
       " './flower_data//train_filelist\\\\image_04303.jpg',\n",
       " './flower_data//train_filelist\\\\image_04304.jpg',\n",
       " './flower_data//train_filelist\\\\image_04305.jpg',\n",
       " './flower_data//train_filelist\\\\image_04306.jpg',\n",
       " './flower_data//train_filelist\\\\image_04307.jpg',\n",
       " './flower_data//train_filelist\\\\image_04308.jpg',\n",
       " './flower_data//train_filelist\\\\image_04309.jpg',\n",
       " './flower_data//train_filelist\\\\image_04310.jpg',\n",
       " './flower_data//train_filelist\\\\image_04313.jpg',\n",
       " './flower_data//train_filelist\\\\image_04314.jpg',\n",
       " './flower_data//train_filelist\\\\image_04316.jpg',\n",
       " './flower_data//train_filelist\\\\image_04318.jpg',\n",
       " './flower_data//train_filelist\\\\image_04319.jpg',\n",
       " './flower_data//train_filelist\\\\image_04320.jpg',\n",
       " './flower_data//train_filelist\\\\image_04321.jpg',\n",
       " './flower_data//train_filelist\\\\image_04323.jpg',\n",
       " './flower_data//train_filelist\\\\image_04324.jpg',\n",
       " './flower_data//train_filelist\\\\image_04325.jpg',\n",
       " './flower_data//train_filelist\\\\image_06149.jpg',\n",
       " './flower_data//train_filelist\\\\image_06150.jpg',\n",
       " './flower_data//train_filelist\\\\image_06151.jpg',\n",
       " './flower_data//train_filelist\\\\image_06152.jpg',\n",
       " './flower_data//train_filelist\\\\image_06153.jpg',\n",
       " './flower_data//train_filelist\\\\image_06154.jpg',\n",
       " './flower_data//train_filelist\\\\image_06156.jpg',\n",
       " './flower_data//train_filelist\\\\image_06157.jpg',\n",
       " './flower_data//train_filelist\\\\image_06160.jpg',\n",
       " './flower_data//train_filelist\\\\image_06161.jpg',\n",
       " './flower_data//train_filelist\\\\image_06162.jpg',\n",
       " './flower_data//train_filelist\\\\image_06163.jpg',\n",
       " './flower_data//train_filelist\\\\image_06164.jpg',\n",
       " './flower_data//train_filelist\\\\image_06166.jpg',\n",
       " './flower_data//train_filelist\\\\image_06167.jpg',\n",
       " './flower_data//train_filelist\\\\image_06168.jpg',\n",
       " './flower_data//train_filelist\\\\image_06169.jpg',\n",
       " './flower_data//train_filelist\\\\image_06171.jpg',\n",
       " './flower_data//train_filelist\\\\image_06172.jpg',\n",
       " './flower_data//train_filelist\\\\image_06173.jpg',\n",
       " './flower_data//train_filelist\\\\image_06174.jpg',\n",
       " './flower_data//train_filelist\\\\image_06176.jpg',\n",
       " './flower_data//train_filelist\\\\image_06177.jpg',\n",
       " './flower_data//train_filelist\\\\image_06178.jpg',\n",
       " './flower_data//train_filelist\\\\image_06179.jpg',\n",
       " './flower_data//train_filelist\\\\image_06180.jpg',\n",
       " './flower_data//train_filelist\\\\image_06181.jpg',\n",
       " './flower_data//train_filelist\\\\image_06182.jpg',\n",
       " './flower_data//train_filelist\\\\image_06183.jpg',\n",
       " './flower_data//train_filelist\\\\image_06184.jpg',\n",
       " './flower_data//train_filelist\\\\image_06185.jpg',\n",
       " './flower_data//train_filelist\\\\image_06188.jpg',\n",
       " './flower_data//train_filelist\\\\image_06189.jpg',\n",
       " './flower_data//train_filelist\\\\image_06190.jpg',\n",
       " './flower_data//train_filelist\\\\image_06191.jpg',\n",
       " './flower_data//train_filelist\\\\image_06192.jpg',\n",
       " './flower_data//train_filelist\\\\image_06193.jpg',\n",
       " './flower_data//train_filelist\\\\image_06194.jpg',\n",
       " './flower_data//train_filelist\\\\image_05087.jpg',\n",
       " './flower_data//train_filelist\\\\image_05088.jpg',\n",
       " './flower_data//train_filelist\\\\image_05089.jpg',\n",
       " './flower_data//train_filelist\\\\image_05090.jpg',\n",
       " './flower_data//train_filelist\\\\image_05091.jpg',\n",
       " './flower_data//train_filelist\\\\image_05092.jpg',\n",
       " './flower_data//train_filelist\\\\image_05093.jpg',\n",
       " './flower_data//train_filelist\\\\image_05095.jpg',\n",
       " './flower_data//train_filelist\\\\image_05096.jpg',\n",
       " './flower_data//train_filelist\\\\image_05097.jpg',\n",
       " './flower_data//train_filelist\\\\image_05098.jpg',\n",
       " './flower_data//train_filelist\\\\image_05099.jpg',\n",
       " './flower_data//train_filelist\\\\image_05102.jpg',\n",
       " './flower_data//train_filelist\\\\image_05103.jpg',\n",
       " './flower_data//train_filelist\\\\image_05104.jpg',\n",
       " './flower_data//train_filelist\\\\image_05105.jpg',\n",
       " './flower_data//train_filelist\\\\image_05106.jpg',\n",
       " './flower_data//train_filelist\\\\image_05108.jpg',\n",
       " './flower_data//train_filelist\\\\image_05110.jpg',\n",
       " './flower_data//train_filelist\\\\image_05111.jpg',\n",
       " './flower_data//train_filelist\\\\image_05112.jpg',\n",
       " './flower_data//train_filelist\\\\image_05113.jpg',\n",
       " './flower_data//train_filelist\\\\image_05114.jpg',\n",
       " './flower_data//train_filelist\\\\image_05115.jpg',\n",
       " './flower_data//train_filelist\\\\image_05116.jpg',\n",
       " './flower_data//train_filelist\\\\image_05117.jpg',\n",
       " './flower_data//train_filelist\\\\image_05118.jpg',\n",
       " './flower_data//train_filelist\\\\image_05119.jpg',\n",
       " './flower_data//train_filelist\\\\image_05120.jpg',\n",
       " './flower_data//train_filelist\\\\image_05121.jpg',\n",
       " './flower_data//train_filelist\\\\image_05122.jpg',\n",
       " './flower_data//train_filelist\\\\image_05123.jpg',\n",
       " './flower_data//train_filelist\\\\image_05126.jpg',\n",
       " './flower_data//train_filelist\\\\image_05127.jpg',\n",
       " './flower_data//train_filelist\\\\image_05128.jpg',\n",
       " './flower_data//train_filelist\\\\image_05129.jpg',\n",
       " './flower_data//train_filelist\\\\image_05130.jpg',\n",
       " './flower_data//train_filelist\\\\image_05131.jpg',\n",
       " './flower_data//train_filelist\\\\image_05132.jpg',\n",
       " './flower_data//train_filelist\\\\image_05134.jpg',\n",
       " './flower_data//train_filelist\\\\image_05135.jpg',\n",
       " './flower_data//train_filelist\\\\image_05138.jpg',\n",
       " './flower_data//train_filelist\\\\image_05139.jpg',\n",
       " './flower_data//train_filelist\\\\image_05140.jpg',\n",
       " './flower_data//train_filelist\\\\image_05141.jpg',\n",
       " './flower_data//train_filelist\\\\image_05143.jpg',\n",
       " './flower_data//train_filelist\\\\image_05144.jpg',\n",
       " './flower_data//train_filelist\\\\image_05145.jpg',\n",
       " './flower_data//train_filelist\\\\image_05146.jpg',\n",
       " './flower_data//train_filelist\\\\image_04897.jpg',\n",
       " './flower_data//train_filelist\\\\image_04898.jpg',\n",
       " './flower_data//train_filelist\\\\image_04899.jpg',\n",
       " './flower_data//train_filelist\\\\image_04900.jpg',\n",
       " './flower_data//train_filelist\\\\image_04901.jpg',\n",
       " './flower_data//train_filelist\\\\image_04902.jpg',\n",
       " './flower_data//train_filelist\\\\image_04904.jpg',\n",
       " './flower_data//train_filelist\\\\image_04905.jpg',\n",
       " './flower_data//train_filelist\\\\image_04906.jpg',\n",
       " './flower_data//train_filelist\\\\image_04907.jpg',\n",
       " './flower_data//train_filelist\\\\image_04908.jpg',\n",
       " './flower_data//train_filelist\\\\image_04909.jpg',\n",
       " './flower_data//train_filelist\\\\image_04911.jpg',\n",
       " './flower_data//train_filelist\\\\image_04914.jpg',\n",
       " './flower_data//train_filelist\\\\image_04915.jpg',\n",
       " './flower_data//train_filelist\\\\image_04916.jpg',\n",
       " './flower_data//train_filelist\\\\image_04917.jpg',\n",
       " './flower_data//train_filelist\\\\image_04919.jpg',\n",
       " './flower_data//train_filelist\\\\image_04921.jpg',\n",
       " './flower_data//train_filelist\\\\image_04922.jpg',\n",
       " './flower_data//train_filelist\\\\image_04923.jpg',\n",
       " './flower_data//train_filelist\\\\image_04924.jpg',\n",
       " './flower_data//train_filelist\\\\image_04925.jpg',\n",
       " './flower_data//train_filelist\\\\image_04926.jpg',\n",
       " './flower_data//train_filelist\\\\image_04928.jpg',\n",
       " './flower_data//train_filelist\\\\image_04929.jpg',\n",
       " './flower_data//train_filelist\\\\image_04930.jpg',\n",
       " './flower_data//train_filelist\\\\image_04931.jpg',\n",
       " './flower_data//train_filelist\\\\image_04932.jpg',\n",
       " './flower_data//train_filelist\\\\image_04933.jpg',\n",
       " './flower_data//train_filelist\\\\image_04934.jpg',\n",
       " './flower_data//train_filelist\\\\image_04935.jpg',\n",
       " './flower_data//train_filelist\\\\image_04936.jpg',\n",
       " './flower_data//train_filelist\\\\image_04937.jpg',\n",
       " './flower_data//train_filelist\\\\image_04939.jpg',\n",
       " './flower_data//train_filelist\\\\image_04941.jpg',\n",
       " './flower_data//train_filelist\\\\image_04943.jpg',\n",
       " './flower_data//train_filelist\\\\image_04944.jpg',\n",
       " './flower_data//train_filelist\\\\image_04945.jpg',\n",
       " './flower_data//train_filelist\\\\image_04946.jpg',\n",
       " './flower_data//train_filelist\\\\image_04947.jpg',\n",
       " './flower_data//train_filelist\\\\image_04948.jpg',\n",
       " './flower_data//train_filelist\\\\image_04949.jpg',\n",
       " './flower_data//train_filelist\\\\image_04950.jpg',\n",
       " './flower_data//train_filelist\\\\image_04951.jpg',\n",
       " './flower_data//train_filelist\\\\image_04952.jpg',\n",
       " './flower_data//train_filelist\\\\image_06774.jpg',\n",
       " './flower_data//train_filelist\\\\image_06775.jpg',\n",
       " './flower_data//train_filelist\\\\image_06776.jpg',\n",
       " './flower_data//train_filelist\\\\image_06777.jpg',\n",
       " './flower_data//train_filelist\\\\image_06779.jpg',\n",
       " './flower_data//train_filelist\\\\image_06780.jpg',\n",
       " './flower_data//train_filelist\\\\image_06781.jpg',\n",
       " './flower_data//train_filelist\\\\image_06782.jpg',\n",
       " './flower_data//train_filelist\\\\image_06783.jpg',\n",
       " './flower_data//train_filelist\\\\image_06785.jpg',\n",
       " './flower_data//train_filelist\\\\image_06786.jpg',\n",
       " './flower_data//train_filelist\\\\image_06787.jpg',\n",
       " './flower_data//train_filelist\\\\image_06789.jpg',\n",
       " './flower_data//train_filelist\\\\image_06790.jpg',\n",
       " './flower_data//train_filelist\\\\image_06791.jpg',\n",
       " './flower_data//train_filelist\\\\image_06792.jpg',\n",
       " './flower_data//train_filelist\\\\image_06793.jpg',\n",
       " './flower_data//train_filelist\\\\image_06794.jpg',\n",
       " './flower_data//train_filelist\\\\image_06795.jpg',\n",
       " './flower_data//train_filelist\\\\image_06796.jpg',\n",
       " './flower_data//train_filelist\\\\image_06797.jpg',\n",
       " './flower_data//train_filelist\\\\image_06798.jpg',\n",
       " './flower_data//train_filelist\\\\image_06799.jpg',\n",
       " './flower_data//train_filelist\\\\image_06800.jpg',\n",
       " './flower_data//train_filelist\\\\image_06801.jpg',\n",
       " './flower_data//train_filelist\\\\image_06802.jpg',\n",
       " './flower_data//train_filelist\\\\image_06803.jpg',\n",
       " './flower_data//train_filelist\\\\image_06806.jpg',\n",
       " './flower_data//train_filelist\\\\image_06808.jpg',\n",
       " './flower_data//train_filelist\\\\image_06809.jpg',\n",
       " './flower_data//train_filelist\\\\image_06810.jpg',\n",
       " './flower_data//train_filelist\\\\image_06811.jpg',\n",
       " './flower_data//train_filelist\\\\image_06812.jpg',\n",
       " './flower_data//train_filelist\\\\image_06813.jpg',\n",
       " './flower_data//train_filelist\\\\image_05340.jpg',\n",
       " './flower_data//train_filelist\\\\image_05341.jpg',\n",
       " './flower_data//train_filelist\\\\image_05342.jpg',\n",
       " './flower_data//train_filelist\\\\image_05343.jpg',\n",
       " './flower_data//train_filelist\\\\image_05344.jpg',\n",
       " './flower_data//train_filelist\\\\image_05345.jpg',\n",
       " './flower_data//train_filelist\\\\image_05346.jpg',\n",
       " './flower_data//train_filelist\\\\image_05347.jpg',\n",
       " './flower_data//train_filelist\\\\image_05348.jpg',\n",
       " './flower_data//train_filelist\\\\image_05349.jpg',\n",
       " './flower_data//train_filelist\\\\image_05350.jpg',\n",
       " './flower_data//train_filelist\\\\image_05351.jpg',\n",
       " './flower_data//train_filelist\\\\image_05353.jpg',\n",
       " './flower_data//train_filelist\\\\image_05354.jpg',\n",
       " './flower_data//train_filelist\\\\image_05355.jpg',\n",
       " './flower_data//train_filelist\\\\image_05356.jpg',\n",
       " './flower_data//train_filelist\\\\image_05357.jpg',\n",
       " './flower_data//train_filelist\\\\image_05358.jpg',\n",
       " './flower_data//train_filelist\\\\image_05359.jpg',\n",
       " './flower_data//train_filelist\\\\image_05363.jpg',\n",
       " './flower_data//train_filelist\\\\image_05365.jpg',\n",
       " './flower_data//train_filelist\\\\image_05367.jpg',\n",
       " './flower_data//train_filelist\\\\image_05369.jpg',\n",
       " './flower_data//train_filelist\\\\image_05370.jpg',\n",
       " './flower_data//train_filelist\\\\image_05371.jpg',\n",
       " './flower_data//train_filelist\\\\image_05372.jpg',\n",
       " './flower_data//train_filelist\\\\image_05373.jpg',\n",
       " './flower_data//train_filelist\\\\image_05374.jpg',\n",
       " './flower_data//train_filelist\\\\image_05375.jpg',\n",
       " './flower_data//train_filelist\\\\image_05377.jpg',\n",
       " './flower_data//train_filelist\\\\image_05378.jpg',\n",
       " './flower_data//train_filelist\\\\image_05379.jpg',\n",
       " './flower_data//train_filelist\\\\image_05380.jpg',\n",
       " './flower_data//train_filelist\\\\image_05382.jpg',\n",
       " './flower_data//train_filelist\\\\image_05383.jpg',\n",
       " './flower_data//train_filelist\\\\image_05384.jpg',\n",
       " './flower_data//train_filelist\\\\image_05385.jpg',\n",
       " './flower_data//train_filelist\\\\image_05386.jpg',\n",
       " './flower_data//train_filelist\\\\image_05387.jpg',\n",
       " './flower_data//train_filelist\\\\image_05389.jpg',\n",
       " './flower_data//train_filelist\\\\image_05390.jpg',\n",
       " './flower_data//train_filelist\\\\image_05392.jpg',\n",
       " './flower_data//train_filelist\\\\image_05393.jpg',\n",
       " './flower_data//train_filelist\\\\image_05394.jpg',\n",
       " './flower_data//train_filelist\\\\image_05395.jpg',\n",
       " './flower_data//train_filelist\\\\image_05396.jpg',\n",
       " './flower_data//train_filelist\\\\image_05397.jpg',\n",
       " './flower_data//train_filelist\\\\image_03369.jpg',\n",
       " './flower_data//train_filelist\\\\image_03370.jpg',\n",
       " './flower_data//train_filelist\\\\image_03372.jpg',\n",
       " './flower_data//train_filelist\\\\image_03373.jpg',\n",
       " './flower_data//train_filelist\\\\image_03374.jpg',\n",
       " './flower_data//train_filelist\\\\image_03375.jpg',\n",
       " './flower_data//train_filelist\\\\image_03376.jpg',\n",
       " './flower_data//train_filelist\\\\image_03377.jpg',\n",
       " './flower_data//train_filelist\\\\image_03378.jpg',\n",
       " './flower_data//train_filelist\\\\image_03379.jpg',\n",
       " './flower_data//train_filelist\\\\image_03380.jpg',\n",
       " './flower_data//train_filelist\\\\image_03381.jpg',\n",
       " './flower_data//train_filelist\\\\image_03384.jpg',\n",
       " './flower_data//train_filelist\\\\image_03385.jpg',\n",
       " './flower_data//train_filelist\\\\image_03387.jpg',\n",
       " './flower_data//train_filelist\\\\image_03388.jpg',\n",
       " './flower_data//train_filelist\\\\image_03389.jpg',\n",
       " './flower_data//train_filelist\\\\image_03391.jpg',\n",
       " './flower_data//train_filelist\\\\image_03392.jpg',\n",
       " './flower_data//train_filelist\\\\image_03393.jpg',\n",
       " './flower_data//train_filelist\\\\image_03394.jpg',\n",
       " './flower_data//train_filelist\\\\image_03395.jpg',\n",
       " './flower_data//train_filelist\\\\image_03396.jpg',\n",
       " './flower_data//train_filelist\\\\image_03397.jpg',\n",
       " './flower_data//train_filelist\\\\image_03399.jpg',\n",
       " './flower_data//train_filelist\\\\image_03401.jpg',\n",
       " './flower_data//train_filelist\\\\image_03402.jpg',\n",
       " './flower_data//train_filelist\\\\image_03403.jpg',\n",
       " './flower_data//train_filelist\\\\image_03404.jpg',\n",
       " './flower_data//train_filelist\\\\image_03405.jpg',\n",
       " './flower_data//train_filelist\\\\image_03406.jpg',\n",
       " './flower_data//train_filelist\\\\image_03407.jpg',\n",
       " './flower_data//train_filelist\\\\image_03408.jpg',\n",
       " './flower_data//train_filelist\\\\image_03410.jpg',\n",
       " './flower_data//train_filelist\\\\image_03411.jpg',\n",
       " './flower_data//train_filelist\\\\image_03413.jpg',\n",
       " './flower_data//train_filelist\\\\image_03415.jpg',\n",
       " './flower_data//train_filelist\\\\image_03417.jpg',\n",
       " './flower_data//train_filelist\\\\image_03418.jpg',\n",
       " './flower_data//train_filelist\\\\image_03419.jpg',\n",
       " './flower_data//train_filelist\\\\image_03421.jpg',\n",
       " './flower_data//train_filelist\\\\image_03422.jpg',\n",
       " './flower_data//train_filelist\\\\image_03423.jpg',\n",
       " './flower_data//train_filelist\\\\image_03424.jpg',\n",
       " './flower_data//train_filelist\\\\image_03426.jpg',\n",
       " './flower_data//train_filelist\\\\image_03427.jpg',\n",
       " './flower_data//train_filelist\\\\image_03428.jpg',\n",
       " './flower_data//train_filelist\\\\image_03429.jpg',\n",
       " './flower_data//train_filelist\\\\image_03430.jpg',\n",
       " './flower_data//train_filelist\\\\image_03431.jpg',\n",
       " './flower_data//train_filelist\\\\image_03432.jpg',\n",
       " './flower_data//train_filelist\\\\image_03433.jpg',\n",
       " './flower_data//train_filelist\\\\image_03434.jpg',\n",
       " './flower_data//train_filelist\\\\image_03435.jpg',\n",
       " './flower_data//train_filelist\\\\image_03438.jpg',\n",
       " './flower_data//train_filelist\\\\image_03439.jpg',\n",
       " './flower_data//train_filelist\\\\image_03441.jpg',\n",
       " './flower_data//train_filelist\\\\image_03443.jpg',\n",
       " './flower_data//train_filelist\\\\image_03445.jpg',\n",
       " './flower_data//train_filelist\\\\image_03446.jpg',\n",
       " './flower_data//train_filelist\\\\image_03447.jpg',\n",
       " './flower_data//train_filelist\\\\image_03448.jpg',\n",
       " './flower_data//train_filelist\\\\image_03449.jpg',\n",
       " './flower_data//train_filelist\\\\image_03450.jpg',\n",
       " './flower_data//train_filelist\\\\image_03451.jpg',\n",
       " './flower_data//train_filelist\\\\image_03452.jpg',\n",
       " './flower_data//train_filelist\\\\image_03453.jpg',\n",
       " './flower_data//train_filelist\\\\image_03455.jpg',\n",
       " './flower_data//train_filelist\\\\image_03456.jpg',\n",
       " './flower_data//train_filelist\\\\image_03457.jpg',\n",
       " './flower_data//train_filelist\\\\image_03458.jpg',\n",
       " './flower_data//train_filelist\\\\image_03459.jpg',\n",
       " './flower_data//train_filelist\\\\image_06816.jpg',\n",
       " './flower_data//train_filelist\\\\image_06817.jpg',\n",
       " './flower_data//train_filelist\\\\image_06820.jpg',\n",
       " './flower_data//train_filelist\\\\image_06821.jpg',\n",
       " './flower_data//train_filelist\\\\image_06822.jpg',\n",
       " './flower_data//train_filelist\\\\image_06823.jpg',\n",
       " './flower_data//train_filelist\\\\image_06824.jpg',\n",
       " './flower_data//train_filelist\\\\image_06825.jpg',\n",
       " './flower_data//train_filelist\\\\image_06826.jpg',\n",
       " './flower_data//train_filelist\\\\image_06827.jpg',\n",
       " './flower_data//train_filelist\\\\image_06828.jpg',\n",
       " './flower_data//train_filelist\\\\image_06829.jpg',\n",
       " './flower_data//train_filelist\\\\image_06830.jpg',\n",
       " './flower_data//train_filelist\\\\image_06831.jpg',\n",
       " './flower_data//train_filelist\\\\image_06832.jpg',\n",
       " './flower_data//train_filelist\\\\image_06833.jpg',\n",
       " './flower_data//train_filelist\\\\image_06834.jpg',\n",
       " './flower_data//train_filelist\\\\image_06835.jpg',\n",
       " './flower_data//train_filelist\\\\image_06837.jpg',\n",
       " './flower_data//train_filelist\\\\image_06838.jpg',\n",
       " './flower_data//train_filelist\\\\image_06839.jpg',\n",
       " './flower_data//train_filelist\\\\image_06840.jpg',\n",
       " './flower_data//train_filelist\\\\image_06841.jpg',\n",
       " './flower_data//train_filelist\\\\image_06842.jpg',\n",
       " './flower_data//train_filelist\\\\image_06843.jpg',\n",
       " './flower_data//train_filelist\\\\image_06844.jpg',\n",
       " './flower_data//train_filelist\\\\image_06845.jpg',\n",
       " './flower_data//train_filelist\\\\image_06846.jpg',\n",
       " './flower_data//train_filelist\\\\image_06848.jpg',\n",
       " './flower_data//train_filelist\\\\image_08048.jpg',\n",
       " './flower_data//train_filelist\\\\image_08049.jpg',\n",
       " './flower_data//train_filelist\\\\image_08050.jpg',\n",
       " './flower_data//train_filelist\\\\image_08051.jpg',\n",
       " './flower_data//train_filelist\\\\image_08052.jpg',\n",
       " './flower_data//train_filelist\\\\image_08053.jpg',\n",
       " './flower_data//train_filelist\\\\image_06571.jpg',\n",
       " './flower_data//train_filelist\\\\image_06573.jpg',\n",
       " './flower_data//train_filelist\\\\image_06574.jpg',\n",
       " './flower_data//train_filelist\\\\image_06575.jpg',\n",
       " './flower_data//train_filelist\\\\image_06576.jpg',\n",
       " './flower_data//train_filelist\\\\image_06577.jpg',\n",
       " './flower_data//train_filelist\\\\image_06578.jpg',\n",
       " './flower_data//train_filelist\\\\image_06579.jpg',\n",
       " './flower_data//train_filelist\\\\image_06581.jpg',\n",
       " './flower_data//train_filelist\\\\image_06585.jpg',\n",
       " './flower_data//train_filelist\\\\image_06586.jpg',\n",
       " './flower_data//train_filelist\\\\image_06587.jpg',\n",
       " './flower_data//train_filelist\\\\image_06588.jpg',\n",
       " './flower_data//train_filelist\\\\image_06589.jpg',\n",
       " './flower_data//train_filelist\\\\image_06590.jpg',\n",
       " './flower_data//train_filelist\\\\image_06591.jpg',\n",
       " './flower_data//train_filelist\\\\image_06592.jpg',\n",
       " './flower_data//train_filelist\\\\image_06594.jpg',\n",
       " './flower_data//train_filelist\\\\image_06595.jpg',\n",
       " './flower_data//train_filelist\\\\image_06596.jpg',\n",
       " './flower_data//train_filelist\\\\image_06597.jpg',\n",
       " './flower_data//train_filelist\\\\image_06598.jpg',\n",
       " './flower_data//train_filelist\\\\image_06599.jpg',\n",
       " './flower_data//train_filelist\\\\image_06600.jpg',\n",
       " './flower_data//train_filelist\\\\image_06601.jpg',\n",
       " './flower_data//train_filelist\\\\image_06602.jpg',\n",
       " './flower_data//train_filelist\\\\image_06603.jpg',\n",
       " './flower_data//train_filelist\\\\image_06604.jpg',\n",
       " './flower_data//train_filelist\\\\image_06605.jpg',\n",
       " './flower_data//train_filelist\\\\image_06606.jpg',\n",
       " './flower_data//train_filelist\\\\image_06607.jpg',\n",
       " './flower_data//train_filelist\\\\image_06608.jpg',\n",
       " './flower_data//train_filelist\\\\image_06609.jpg',\n",
       " './flower_data//train_filelist\\\\image_06610.jpg',\n",
       " './flower_data//train_filelist\\\\image_06487.jpg',\n",
       " './flower_data//train_filelist\\\\image_06488.jpg',\n",
       " './flower_data//train_filelist\\\\image_06489.jpg',\n",
       " './flower_data//train_filelist\\\\image_06490.jpg',\n",
       " './flower_data//train_filelist\\\\image_06491.jpg',\n",
       " './flower_data//train_filelist\\\\image_06492.jpg',\n",
       " './flower_data//train_filelist\\\\image_06493.jpg',\n",
       " './flower_data//train_filelist\\\\image_06494.jpg',\n",
       " './flower_data//train_filelist\\\\image_06495.jpg',\n",
       " './flower_data//train_filelist\\\\image_06496.jpg',\n",
       " './flower_data//train_filelist\\\\image_06499.jpg',\n",
       " './flower_data//train_filelist\\\\image_06502.jpg',\n",
       " './flower_data//train_filelist\\\\image_06503.jpg',\n",
       " './flower_data//train_filelist\\\\image_06504.jpg',\n",
       " './flower_data//train_filelist\\\\image_06505.jpg',\n",
       " './flower_data//train_filelist\\\\image_06507.jpg',\n",
       " './flower_data//train_filelist\\\\image_06508.jpg',\n",
       " './flower_data//train_filelist\\\\image_06509.jpg',\n",
       " './flower_data//train_filelist\\\\image_06510.jpg',\n",
       " './flower_data//train_filelist\\\\image_06511.jpg',\n",
       " './flower_data//train_filelist\\\\image_06512.jpg',\n",
       " './flower_data//train_filelist\\\\image_06513.jpg',\n",
       " './flower_data//train_filelist\\\\image_06515.jpg',\n",
       " './flower_data//train_filelist\\\\image_06517.jpg',\n",
       " './flower_data//train_filelist\\\\image_06518.jpg',\n",
       " './flower_data//train_filelist\\\\image_06519.jpg',\n",
       " './flower_data//train_filelist\\\\image_06520.jpg',\n",
       " './flower_data//train_filelist\\\\image_06521.jpg',\n",
       " './flower_data//train_filelist\\\\image_06522.jpg',\n",
       " './flower_data//train_filelist\\\\image_06523.jpg',\n",
       " './flower_data//train_filelist\\\\image_06524.jpg',\n",
       " './flower_data//train_filelist\\\\image_06525.jpg',\n",
       " './flower_data//train_filelist\\\\image_06527.jpg',\n",
       " './flower_data//train_filelist\\\\image_06850.jpg',\n",
       " './flower_data//train_filelist\\\\image_06851.jpg',\n",
       " './flower_data//train_filelist\\\\image_06852.jpg',\n",
       " './flower_data//train_filelist\\\\image_06853.jpg',\n",
       " './flower_data//train_filelist\\\\image_06854.jpg',\n",
       " ...]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_path = [os.path.join(train_dir,img) for img in image_name]\n",
    "image_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 任务4：把上面那几个事得写在一起\n",
    "\n",
    "- 1.注意要使用from torch.utils.data import Dataset, DataLoader\n",
    "- 2.类名定义class FlowerDataset(Dataset)，其中FlowerDataset可以改成自己的名字\n",
    "- 3.def __init__(self, root_dir, ann_file, transform=None):咱们要根据自己任务重写\n",
    "- 4.def __getitem__(self, idx):根据自己任务，返回图像数据和标签数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from torch.utils.data import Dataset, DataLoader\n",
    "class FlowerDataset(Dataset):\n",
    "    def __init__(self, root_dir, ann_file, transform=None):\n",
    "        self.ann_file = ann_file\n",
    "        self.root_dir = root_dir\n",
    "        self.img_label = self.load_annotations()\n",
    "        self.img = [os.path.join(self.root_dir,img) for img in list(self.img_label.keys())]\n",
    "        self.label = [label for label in list(self.img_label.values())]\n",
    "        self.transform = transform\n",
    " \n",
    "    def __len__(self):\n",
    "        return len(self.img)\n",
    " \n",
    "    def __getitem__(self, idx):\n",
    "        image = Image.open(self.img[idx])\n",
    "        label = self.label[idx]\n",
    "        if self.transform:\n",
    "            image = self.transform(image)\n",
    "        label = torch.from_numpy(np.array(label))\n",
    "        return image, label\n",
    "    def load_annotations(self):\n",
    "        data_infos = {}\n",
    "        with open(self.ann_file) as f:\n",
    "            samples = [x.strip().split(' ') for x in f.readlines()]\n",
    "            for filename, gt_label in samples:\n",
    "                data_infos[filename] = np.array(gt_label, dtype=np.int64)\n",
    "        return data_infos"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 任务5：数据预处理(transform)\n",
    "\n",
    "- 1.预处理的事都在上面的__getitem__中完成，需要对图像和标签咋咋地的，要整啥事，都在上面整\n",
    "- 2.返回的数据和标签就是建模时模型的输入和损失函数中标签的输入，一定整明白自己模型要啥\n",
    "- 3.预处理这个事是你定的，不同的数据需要的方法也不一样，下面给出的是比较通用的方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_transforms = {\n",
    "    'train': \n",
    "        transforms.Compose([\n",
    "        transforms.Resize(64),\n",
    "        transforms.RandomRotation(45),#随机旋转，-45到45度之间随机选\n",
    "        transforms.CenterCrop(64),#从中心开始裁剪\n",
    "        transforms.RandomHorizontalFlip(p=0.5),#随机水平翻转 选择一个概率概率\n",
    "        transforms.RandomVerticalFlip(p=0.5),#随机垂直翻转\n",
    "        transforms.ColorJitter(brightness=0.2, contrast=0.1, saturation=0.1, hue=0.1),#参数1为亮度，参数2为对比度，参数3为饱和度，参数4为色相\n",
    "        transforms.RandomGrayscale(p=0.025),#概率转换成灰度率，3通道就是R=G=B\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])#均值，标准差\n",
    "    ]),\n",
    "    'valid': \n",
    "        transforms.Compose([\n",
    "        transforms.Resize(64),\n",
    "        transforms.CenterCrop(64),\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ]),\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 任务6：根据写好的class FlowerDataset(Dataset):来实例化咱们的dataloader\n",
    "\n",
    "- 1.构建数据集：分别创建训练和验证用的数据集（如果需要测试集也一样的方法）\n",
    "- 2.用Torch给的DataLoader方法来实例化(batch啥的自己定，根据你的显存来选合适的)\n",
    "- 3.打印看看数据里面是不是有东西了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": "train_dataset = FlowerDataset(root_dir=train_dir, ann_file ='data/flower_data/train.txt', transform=data_transforms['train'])"
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": "val_dataset = FlowerDataset(root_dir=valid_dir, ann_file ='data/flower_data/val.txt', transform=data_transforms['valid'])"
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_loader = DataLoader(train_dataset, batch_size=64, shuffle=True)\n",
    "val_loader = DataLoader(val_dataset, batch_size=64, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6552"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "818"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(val_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 任务7：用之前先试试，整个数据和标签对应下，看看对不对\n",
    "\n",
    "- 1.别着急往模型里传，对不对都不知道呢\n",
    "- 2.用这个方法：iter(train_loader).next()来试试，得到的数据和标签是啥\n",
    "- 3.看不出来就把图画出来，标签打印出来，确保自己整的数据集没啥问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90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\ng0Of4H8CQRJU5UzsnDEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label is: 14\n"
     ]
    }
   ],
   "source": [
    "image, label = iter(train_loader).next()\n",
    "sample = image[0].squeeze()\n",
    "sample = sample.permute((1, 2, 0)).numpy()\n",
    "sample *= [0.229, 0.224, 0.225]\n",
    "sample += [0.485, 0.456, 0.406]\n",
    "plt.imshow(sample)\n",
    "plt.show()\n",
    "print('Label is: {}'.format(label[0].numpy()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90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\nDseU4P8D8RupP9Hz0j8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Label is: 1\n"
     ]
    }
   ],
   "source": [
    "image, label = iter(val_loader).next()\n",
    "sample = image[0].squeeze()\n",
    "sample = sample.permute((1, 2, 0)).numpy()\n",
    "sample *= [0.229, 0.224, 0.225]\n",
    "sample += [0.485, 0.456, 0.406]\n",
    "plt.imshow(sample)\n",
    "plt.show()\n",
    "print('Label is: {}'.format(label[0].numpy()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 任务8：咋用就是你来定了，把模型啥的整好往里面传吧\n",
    "\n",
    "- 下面这些事之前都唠过了，按照自己习惯的方法整就得了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dataloaders = {'train':train_loader,'valid':val_loader}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model_name = 'resnet'  #可选的比较多 ['resnet', 'alexnet', 'vgg', 'squeezenet', 'densenet', 'inception']\n",
    "#是否用人家训练好的特征来做\n",
    "feature_extract = True "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CUDA is not available.  Training on CPU ...\n"
     ]
    }
   ],
   "source": [
    "# 是否用GPU训练\n",
    "train_on_gpu = torch.cuda.is_available()\n",
    "\n",
    "if not train_on_gpu:\n",
    "    print('CUDA is not available.  Training on CPU ...')\n",
    "else:\n",
    "    print('CUDA is available!  Training on GPU ...')\n",
    "    \n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ResNet(\n",
       "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (relu): ReLU(inplace=True)\n",
       "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
       "  (layer1): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer2): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer3): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer4): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
       "  (fc): Linear(in_features=512, out_features=1000, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_ft = models.resnet18()\n",
    "model_ft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ResNet(\n",
       "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (relu): ReLU(inplace=True)\n",
       "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
       "  (layer1): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer2): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer3): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer4): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
       "  (fc): Sequential(\n",
       "    (0): Linear(in_features=512, out_features=102, bias=True)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num_ftrs = model_ft.fc.in_features\n",
    "model_ft.fc = nn.Sequential(nn.Linear(num_ftrs, 102))\n",
    "input_size = 64\n",
    "model_ft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 优化器设置\n",
    "optimizer_ft = optim.Adam(model_ft.parameters(), lr=1e-3)\n",
    "scheduler = optim.lr_scheduler.StepLR(optimizer_ft, step_size=7, gamma=0.1)#学习率每7个epoch衰减成原来的1/10\n",
    "criterion = nn.CrossEntropyLoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def train_model(model, dataloaders, criterion, optimizer, num_epochs=25, is_inception=False, filename='best.pth'):\n",
    "    since = time.time()\n",
    "    best_acc = 0\n",
    "    model.to(device)\n",
    "\n",
    "    val_acc_history = []\n",
    "    train_acc_history = []\n",
    "    train_losses = []\n",
    "    valid_losses = []\n",
    "    LRs = [optimizer.param_groups[0]['lr']]\n",
    "\n",
    "    best_model_wts = copy.deepcopy(model.state_dict())\n",
    "\n",
    "    for epoch in range(num_epochs):\n",
    "        print('Epoch {}/{}'.format(epoch, num_epochs - 1))\n",
    "        print('-' * 10)\n",
    "\n",
    "        # 训练和验证\n",
    "        for phase in ['train', 'valid']:\n",
    "            if phase == 'train':\n",
    "                model.train()  # 训练\n",
    "            else:\n",
    "                model.eval()   # 验证\n",
    "\n",
    "            running_loss = 0.0\n",
    "            running_corrects = 0\n",
    "\n",
    "            # 把数据都取个遍\n",
    "            for inputs, labels in dataloaders[phase]:\n",
    "                inputs = inputs.to(device)\n",
    "                labels = labels.to(device)\n",
    "\n",
    "                # 清零\n",
    "                optimizer.zero_grad()\n",
    "                # 只有训练的时候计算和更新梯度\n",
    "                with torch.set_grad_enabled(phase == 'train'):\n",
    "                    outputs = model(inputs)\n",
    "                    loss = criterion(outputs, labels)\n",
    "                    _, preds = torch.max(outputs, 1)\n",
    "                    #print(loss)\n",
    "\n",
    "                    # 训练阶段更新权重\n",
    "                    if phase == 'train':\n",
    "                        loss.backward()\n",
    "                        optimizer.step()\n",
    "\n",
    "                # 计算损失\n",
    "                running_loss += loss.item() * inputs.size(0)\n",
    "                running_corrects += torch.sum(preds == labels.data)\n",
    "\n",
    "            epoch_loss = running_loss / len(dataloaders[phase].dataset)\n",
    "            epoch_acc = running_corrects.double() / len(dataloaders[phase].dataset)\n",
    "            \n",
    "            \n",
    "            time_elapsed = time.time() - since\n",
    "            print('Time elapsed {:.0f}m {:.0f}s'.format(time_elapsed // 60, time_elapsed % 60))\n",
    "            print('{} Loss: {:.4f} Acc: {:.4f}'.format(phase, epoch_loss, epoch_acc))\n",
    "            \n",
    "\n",
    "            # 得到最好那次的模型\n",
    "            if phase == 'valid' and epoch_acc > best_acc:\n",
    "                best_acc = epoch_acc\n",
    "                best_model_wts = copy.deepcopy(model.state_dict())\n",
    "                state = {\n",
    "                  'state_dict': model.state_dict(),#字典里key就是各层的名字，值就是训练好的权重\n",
    "                  'best_acc': best_acc,\n",
    "                  'optimizer' : optimizer.state_dict(),#优化器的状态信息\n",
    "                }\n",
    "                torch.save(state, filename)\n",
    "            if phase == 'valid':\n",
    "                val_acc_history.append(epoch_acc)\n",
    "                valid_losses.append(epoch_loss)\n",
    "                scheduler.step(epoch_loss)#学习率衰减\n",
    "            if phase == 'train':\n",
    "                train_acc_history.append(epoch_acc)\n",
    "                train_losses.append(epoch_loss)\n",
    "        \n",
    "        print('Optimizer learning rate : {:.7f}'.format(optimizer.param_groups[0]['lr']))\n",
    "        LRs.append(optimizer.param_groups[0]['lr'])\n",
    "        print()\n",
    "\n",
    "    time_elapsed = time.time() - since\n",
    "    print('Training complete in {:.0f}m {:.0f}s'.format(time_elapsed // 60, time_elapsed % 60))\n",
    "    print('Best val Acc: {:4f}'.format(best_acc))\n",
    "\n",
    "    # 训练完后用最好的一次当做模型最终的结果,等着一会测试\n",
    "    model.load_state_dict(best_model_wts)\n",
    "    return model, val_acc_history, train_acc_history, valid_losses, train_losses, LRs "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0/19\n",
      "----------\n",
      "Time elapsed 2m 45s\n",
      "train Loss: 3.9809 Acc: 0.0917\n",
      "Time elapsed 2m 55s\n",
      "valid Loss: 3.8689 Acc: 0.1259\n",
      "Optimizer learning rate : 0.0010000\n",
      "\n",
      "Epoch 1/19\n",
      "----------\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\ProgramData\\Anaconda3\\lib\\site-packages\\torch\\optim\\lr_scheduler.py:154: UserWarning: The epoch parameter in `scheduler.step()` was not necessary and is being deprecated where possible. Please use `scheduler.step()` to step the scheduler. During the deprecation, if epoch is different from None, the closed form is used instead of the new chainable form, where available. Please open an issue if you are unable to replicate your use case: https://github.com/pytorch/pytorch/issues/new/choose.\n",
      "  warnings.warn(EPOCH_DEPRECATION_WARNING, UserWarning)\n"
     ]
    }
   ],
   "source": [
    "model_ft, val_acc_history, train_acc_history, valid_losses, train_losses, LRs  = train_model(model_ft, dataloaders, criterion, optimizer_ft, num_epochs=20, filename='best.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "Flowers Classification.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
